Cloud Case Studies by Platform, Solution and Industry

AWSCompute & ScalingD2C e-commerce (fashion and lifestyle)

D2C fashion brand absorbs 14x festive flash-sale traffic with zero checkout outages

Challenge: Seven-minute launch-to-healthy time because every instance installed Node.js modules and pulled assets at boot

~70 sLaunch-to-InService time

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AWSCompute & ScalingAutomotive components manufacturing

Auto components maker cuts CAE simulation queue from 3 days to 6 hours with Spot bursts

Challenge: Peak queue time of about 72 hours before design-freeze gates, delaying two OEM submissions in the past year

~6 hoursPeak simulation queue time before gates

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AWSCompute & ScalingEdTech (online assessments and proctored exams)

Online exam platform holds 2.2 lakh concurrent candidates with predictive scaling

Challenge: Login storm of up to 1.5 lakh authentication requests in 10 minutes at slot start

2.2 lakhPeak concurrent candidates handled

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AWSStorage & Content DeliveryMedia and entertainment (regional-language OTT streaming)

Regional-language OTT service halves video start time and cuts origin egress by 82%

Challenge: Cache hit ratio of about 61% because each viewer's token made segment URLs unique

~96%CDN cache hit ratio

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AWSStorage & Content DeliveryEPC and infrastructure construction

EPC contractor consolidates 11 site file servers and 380 TB of drawings onto FSx and S3

Challenge: Eleven unmanaged site servers, three of which failed in a year with partial data loss

Under 0.5%Failed or duplicated site photo uploads

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AWSStorage & Content DeliveryHealthcare (diagnostic imaging and pathology chain)

Diagnostics chain tiers 1.4 PB of medical imaging and cuts archive cost by 63%

Challenge: About 1.4 PB of imaging growing at roughly 30 TB a month as new CT scanners came online

Under 5 sPrior study load time (older than 12 months)

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AWSGenerative AI & MLWealth management

Wealth firm's research assistant cuts RM client-prep time from 50 to 12 minutes

Challenge: 40 to 60 minutes of preparation per client meeting across five sources

About 12 minutesClient meeting preparation time

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AWSGenerative AI & MLIndustrial machinery

Machinery maker's field technicians resolve faults 30% faster with a maintenance assistant

Challenge: 1,800 manuals and 2,400 bulletins with model and controller-version differences

About 6.6 hoursMean time to repair

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AWSGenerative AI & MLPharmaceuticals (R&D and regulatory affairs)

Pharma R&D team drafts CTD quality sections in days with cited, reviewable AI drafts

Challenge: 3 to 4 weeks per Module 3 drug-product section, with 200 to 400 source documents each

4-6 working daysTime to first complete Module 3 drug-product draft

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AWSSAP on AWSAutomotive components

Auto-ancillary maker converts ECC to S/4HANA on AWS inside a 48-hour downtime window

Challenge: 4.2 TB Oracle database, 1,100 users and OEM JIT interfaces with strict downtime limits

38 hoursBusiness downtime at cutover

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AWSSAP on AWSTextiles and apparel export

Textile exporter consolidates three SAP landscapes from three hosts onto one AWS platform

Challenge: 11 SAP SIDs plus BW and PI/PO across three hosts and three databases

9SAP SIDs operated

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AWSSAP on AWSCement manufacturing

Cement manufacturer adds HANA high availability and Hyderabad DR to S/4HANA on AWS

Challenge: Single-AZ HANA of 2.6 TB with no replication; recovery from backup estimated at 10 to 14 hours

10 minutesHANA log backup interval (RPO from backup)

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AWSManaged DatabasesFinancial services (NBFC, retail and MSME lending)

NBFC moves loan-origination Oracle database to Aurora PostgreSQL and drops EE licences

Challenge: Oracle Enterprise Edition support cost of about INR 1.6 crore a year for features of which only partitioning and Data Guard were really used

1.3 sMonth-end loan application p95 response

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AWSManaged DatabasesTravel and hospitality technology

Hotel booking engine ends overbooking with DynamoDB conditional writes on room inventory

Challenge: Write bursts of up to 9,000 updates per second on a single MySQL primary

Under 5 sChannel availability sync lag at peak

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AWSManaged DatabasesPharmaceutical distribution

Pharma distributor runs SQL Server ERP on RDS Multi-AZ and cuts DB recovery to minutes

Challenge: Single server with no standby; the last outage lasted 19 hours

1.2 hEnd-of-day e-invoicing and scheme batch

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AWSNetworking & ConnectivitySpecialty chemicals manufacturing

Specialty chemicals group links 6 plants and HQ to AWS with dual-path hybrid network

Challenge: Single-carrier MPLS with no backup path; an 11-hour outage stopped batch release at two plants

Under 300 msLIMS result posting latency from plants

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AWSNetworking & ConnectivityRetail (grocery and general merchandise chain)

Retail chain connects 420 stores' POS to AWS through SD-WAN and Transit Gateway Connect

Challenge: 420 manually configured IPsec tunnels with no central visibility of which stores were offline

Under 5Stores out of sync on a typical day

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AWSNetworking & ConnectivityCapital markets (stock broking)

Stock broker builds dual-location Direct Connect for trading apps with sub-second failover

Challenge: Order path from AWS front ends to on-premises OMS running over internet VPN with variable latency

Under 1 s (BFD)Failover time on connection loss

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AWSContainers & KubernetesLogistics technology (SaaS shipment tracking)

Logistics SaaS scales shipment tracking to 9 crore events a day on EKS with Karpenter

Challenge: Self-managed cluster several versions behind, with nobody confident to upgrade it

Under 45 sPeak event ingestion lag

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AWSContainers & KubernetesFintech (payment aggregator and gateway)

Payments fintech moves card-processing services to ECS Fargate and narrows PCI DSS scope

Challenge: Entire 90-service estate in PCI DSS scope because of shared hosts and flat networking

14Services in PCI DSS scope

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AWSContainers & KubernetesOnline gaming (casual and esports mobile games, non-real-money)

Mobile gaming studio handles 6x tournament match-making spikes on EKS with Spot nodes

Challenge: Concurrent players rising 6x in ten minutes at tournament start

11 sMatch-making time at tournament start (p95)

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AWSServerless & IntegrationGeneral insurance (motor claims)

General insurer cuts motor-claim intake from 2 days to 25 minutes with serverless

Challenge: Average intake time of two working days before a claim reached a surveyor

~25 minutesAverage claim intake time

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AWSServerless & IntegrationAgri and food cold chain (dairy, frozen foods and fresh produce)

Cold-chain operator cuts temperature-excursion response from hours to 4 minutes

Challenge: Temperature excursions detected only during manual portal checks, sometimes hours later

~4 min medianTime from excursion to supervisor alert

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AWSServerless & IntegrationPublic sector (state-level citizen grievance redressal)

State grievance portal handles 8x deadline-day traffic and tracks every case end-to-end

Challenge: Filing spikes of about 8x on scheme deadlines and after disasters, causing portal timeouts

Under 1 minSMS acknowledgement delay

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AWSSecurity & IdentityHealth-tech SaaS

Health-tech SaaS moves patient data behind KMS and Identity Center ahead of DPDP

Challenge: 61 active IAM access keys, including 9 used from partner laptops outside office networks

3 of 140Unanswered security questionnaire items

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AWSSecurity & IdentityBanking (urban cooperative bank)

Urban cooperative bank maps AWS controls to RBI cyber security framework levels

Challenge: Fintech partner staff held standing AdministratorAccess in all three production accounts

0, with weekly scansCritical CVEs on banking EC2 fleet

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AWSSecurity & IdentityHigher education

University keeps results day online through DDoS and 1.2 million credential-stuffing tries

Challenge: Login used student ID and date of birth, both widely known and easy to enumerate

0 minutesResults-day portal downtime

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AWSBackup & Disaster RecoveryHealthcare (multi-specialty hospital)

Multi-specialty hospital cuts HIS recovery time from 2 days to 38 minutes

Challenge: Single Region, single account; snapshots deletable by the same admins who ran production

38 minutesHIS recovery time (measured)

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AWSBackup & Disaster RecoveryManufacturing (integrated steel)

Steel plant gets ransomware-ready MES recovery with air-gapped AWS copies

Challenge: Both backup copies reachable with the same domain admin credentials

0 of 3Backup copies reachable by plant domain admins

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AWSBackup & Disaster RecoveryLegal services

Law firm puts 11 years of matter files under S3 Object Lock legal holds

Challenge: FSx backups retained only 30 days; no long-term archival copy

Under 15 minutesTime to place a matter on legal hold

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AWSMonitoring & OperationsTelecom value-added services

Telecom VAS provider cuts daily pages from 2,300 alerts to 9 actionable incidents

Challenge: About 2,300 alerts daily, with under 3 percent leading to action

4 minutesMean time to detect OTP delivery degradation

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AWSMonitoring & OperationsOnline travel

Online travel agency traces booking-path latency to two hidden dependencies

Challenge: Latency incidents roughly twice a week, each lasting 20 to 40 minutes

1Booking-path latency incidents per month

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AWSMonitoring & OperationsFMCG distribution

FMCG distributor lifts DMS patch compliance from 41% to 97% and passes audit

Challenge: Patch compliance of 41 percent across 180 servers against a 30-day policy

97%Servers patched within 30-day policy

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AWSData & AnalyticsAgri-inputs (seeds and crop protection)

Agri-inputs company sees dealer secondary sales daily instead of 45 days late

Challenge: Secondary sales visibility lagged 30 to 45 days in a season of about 120 days

1 daySecondary sales visibility lag

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AWSData & AnalyticsPower distribution (DISCOM)

Power distribution company analyses 190 million smart-meter reads a day for loss detection

Challenge: About 190 million interval reads per day, growing to roughly 480 million at full rollout

Under 4 hoursTamper alert to vigilance action

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AWSData & AnalyticsQuick-commerce grocery

Quick-commerce grocer cuts dark-store stock-outs with hourly SKU demand analytics

Challenge: Read-replica queries throttled during peaks, delaying analysis by up to a day

About 3.2%Top-300 SKU stock-out rate (order lines)

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Microsoft AzureCompute & ScaleChartered accountancy & audit

Audit firm moves 22 Windows servers to Azure and serves 180 staff via Virtual Desktop

Challenge: Single RDS host saturated at 100 percent CPU for roughly six weeks each tax-audit season

45 sAverage logon time in peak season

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Microsoft AzureCompute & ScaleHealthcare diagnostics

Diagnostics chain runs its Windows LIS on zone-spread Azure VMs with sub-second lookups

Challenge: Single physical SQL Server host with two unplanned outages in 18 months, each over three hours

0.6-0.9 sReport lookup time, 7-11 am window

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Microsoft AzureCompute & ScaleMining

Mining operator cuts dispatch-server spend 41% with Savings Plan and Spot simulation runs

Challenge: Four 32-core simulation servers idle roughly 85 percent of each month

INR 34 lakh per yearAnnual compute cost vs refreshed on-premises TCO

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Microsoft AzureStorageBroadcast media

News channel moves 1.4 PB of footage from LTO tape to tiered Blob Storage

Challenge: Archive clip retrieval took 1-3 days, too slow for same-day news packages

Under 5 s (proxy)Preview time for any archive clip

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Microsoft AzureStorageHigher education & research

University gives 40 research labs governed, per-lab storage with 10-year retention

Challenge: About 620 TB scattered across roughly 90 lab-owned devices with no central inventory

0 in first yearData-loss incidents per year

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Microsoft AzureStorageLife insurance

Life insurer locks 38 million policy documents in WORM storage with 2 s claim retrieval

Challenge: Document views of 30-90 seconds for assessors, minutes for jukebox-held items

1-2 sAssessor document view time

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Microsoft AzureMonitoring & GovernanceIT services

IT services firm brings 43 Azure subscriptions under one policy hierarchy

Challenge: 43 subscriptions with no management groups and 112 Owner assignments

97%Spend attributable to a project code

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Microsoft AzureMonitoring & GovernanceMulti-specialty hospital group

Hospital group gives each unit ownership of its Azure bill with chargeback

Challenge: INR 68 lakh monthly spend growing 30 percent a year with no unit-level view

About INR 52 lakhMonthly Azure spend

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Microsoft AzureMonitoring & GovernancePublishing and digital media

Publishing house traces slow page loads to one dependency with Application Insights

Challenge: No distributed tracing across App Service, AKS, SQL and third-party APIs

1.8 sp95 page load on peak days

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Microsoft AzureData & AnalyticsDairy cooperative

Dairy cooperative sees milk procurement by collection centre within 15 minutes

Challenge: Collection data reaching head office 6 to 12 hours late

Under 15 minutesCollection data latency to head office

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Microsoft AzureData & AnalyticsAutomotive OEM

Automotive OEM unifies dealer sales and stock data from 600 outlets

Challenge: Daily CSV loads from 600 outlets failing 6 to 8 times a month

7 amData available for morning sales review

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Microsoft AzureData & AnalyticsHospitality

Hotel chain moves revenue management from weekly Excel to daily pickup analytics

Challenge: Weekly pickup report taking one revenue manager about 7 hours to compile

4 to 24 hoursData freshness for rate decisions

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Microsoft AzureEnterprise AIInfrastructure (roads, metro and power transmission)

Infrastructure company's legal team reviews contracts in hours, not days

Challenge: 2,300 live contracts, about 40 percent scanned, in a file share with inconsistent naming

About 85%Project-team contract queries answered same day

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Microsoft AzureEnterprise AIManufacturing conglomerate

HR policy assistant in Teams answers 15,000 employees in 4 languages

Challenge: 180 policy documents and circulars with overlapping, sometimes conflicting, versions

About 1,900Policy queries handled by HR desk per month

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Microsoft AzureEnterprise AIPrivate sector bank

Private bank triages 12,000 customer emails a day with a Foundry agent

Challenge: 12,000 emails a day manually classified into 64 categories

About 4%Misrouted emails

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Microsoft AzureSAP on AzurePharmaceutical API manufacturing

API manufacturer moves a GxP-validated SAP landscape to Azure without re-validation delays

Challenge: HANA appliance warranty ending in 9 months

Generated from deployment outputs in 1 dayTime to produce infrastructure IQ evidence

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Microsoft AzureSAP on AzureConsumer durables manufacturing

Consumer-durables maker converts ECC to S/4HANA on Azure in one programme

Challenge: 4.2 TB Oracle database on ageing IBM Power hardware

3 working daysMonth-end close

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Microsoft AzureSAP on AzureAgro-chemicals

Agro-chemicals company gets tested SAP HA and DR during the kharif peak

Challenge: Single HANA VM with no high availability

2 hours 20 minutesMeasured DR RTO to South India

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Microsoft AzureDatabasesMicrofinance (NBFC-MFI)

Microfinance lender moves loan SQL Server to Managed Instance in an 18-minute cutover

Challenge: End-of-day batch of 5.5 hours overrunning into branch opening at 9:30 am

2.1 hoursEnd-of-day batch duration

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Microsoft AzureDatabasesApparel retail

Apparel retailer serves 6 million loyalty members from Cosmos DB at 8 ms p99 reads

Challenge: POS points-balance lookup of 2-4 seconds during end-of-season sales

8 msPOS points-balance p99 read latency

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Microsoft AzureDatabasesElectronics manufacturing

Electronics maker scales PCB traceability to 22 TB on Azure SQL Hyperscale

Challenge: 9 TB database growing 3-4 TB a year on SQL Server Standard

Under 15 minutesField-failure reel trace time

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Microsoft AzureNetworking & HybridPorts & container terminals

Container terminal links TOS, gate automation and Azure over dual ExpressRoute

Challenge: Single broadband VPN dropping twice a quarter during vessel operations, stalling the gate for over an hour

0 in two quartersGate stoppages from connectivity loss per quarter

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Microsoft AzureNetworking & HybridK-12 education

School group connects 14 campuses through Virtual WAN with filtered student internet

Challenge: 14 campus firewalls with inconsistent rules and four lapsed filtering subscriptions

14 of 14Campuses with active, consistent student filtering

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Microsoft AzureNetworking & HybridPharmaceutical manufacturing

Pharma manufacturer connects 4 GxP plants to Azure with validated network-as-code

Challenge: Network changes made by email with no traceable link to GxP change controls

100 percentNetwork changes traceable to a change control

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Microsoft AzureWeb & Application PlatformReal estate

Real-estate developer handles 40x launch-day traffic on its booking portal

Challenge: Site errors for 40-70 minutes at the last two launches as traffic rose 40x

0Double-allocated units per launch

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Microsoft AzureWeb & Application PlatformNon-profit

Non-profit runs donor CRM on App Service and launches campaign sites in 2 days

Challenge: 23 separate campaign sites, 9 running outdated, vulnerable plugins

1-2 days in-houseTime to launch a new campaign site

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Microsoft AzureWeb & Application PlatformEvent ticketing

Ticketing platform holds 95,000 users in a fair queue during concert on-sales

Challenge: 80,000-100,000 users arriving within 90 seconds of on-sale

0Oversold seats per major on-sale

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Microsoft AzureContainers & KubernetesHealth insurance TPA

Health TPA meets 1-hour cashless pre-auth target with AKS and KEDA-scaled adjudication

Challenge: Average cashless pre-auth decision time of 2.5 hours against a one-hour regulatory expectation

38 minutesAverage cashless pre-auth decision time

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Microsoft AzureContainers & KubernetesSoftware (ERP ISV)

ERP vendor turns single-tenant installs into multi-tenant SaaS on AKS Automatic

Challenge: 140 separate VM sets, each patched and upgraded individually

1 (plus one in canary)Product versions in production

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Microsoft AzureContainers & KubernetesTelecommunications

Telecom operator runs OSS fault and inventory microservices at 4x event volume on AKS

Challenge: Self-managed Kubernetes stuck on an unsupported version with no upgrade expertise

0Metric data loss incidents per year

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Microsoft AzureServerless & IntegrationAutomobile dealerships

Dealership group cuts OEM warranty claim rejections by integrating DMS through Service Bus

Challenge: About 11 percent of warranty claims rejected for data mismatches between DMS and OEM portals

About 2 percentWarranty claim rejection rate

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Microsoft AzureServerless & IntegrationHospitals & healthcare

Hospital network moves HL7 and appointments to event-driven FHIR integration

Challenge: Single interface-engine server with lost HL7 messages after restarts

Under 3Double-booked appointments per week

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Microsoft AzureServerless & IntegrationElectronics distribution

Electronics distributor onboards retail EDI partners in 2 weeks with Logic Apps B2B

Challenge: About 4 percent of shipments rejected at retailer docks for SKU or quantity mismatches

About 0.6 percentShipments rejected at retailer docks

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Microsoft AzureIdentity & SecurityDiversified business group

Three directories become one: identity consolidation after two acquisitions

Challenge: 1,100 duplicate identities and 2,400 stale guest accounts across three directories

2 (break-glass only)Permanent Global Administrators

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Microsoft AzureIdentity & SecurityAsset management company

Asset manager evidences SEBI CSCRF controls from one Azure security stack

Challenge: 47 users with permanent Owner or Contributor on production subscriptions

0 (all PIM-eligible)Users with standing production Owner or Contributor

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Microsoft AzureIdentity & SecurityPulp and paper manufacturing

Paper mill replaces shared vendor VPN with identity-based OT access

Challenge: One shared VPN credential used by 4 OEM vendors and 11 internal engineers

+6% acceptedCyber insurance premium change at renewal

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Microsoft AzureBackup & Disaster RecoveryThird-party logistics and warehousing

3PL operator cuts warehouse system recovery time from 2 days to 45 minutes

Challenge: No secondary region; estimated rebuild from backup of about 2 days

Under 15 minutesMaximum data loss

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Microsoft AzureBackup & Disaster RecoveryUrban local body

Municipal corporation keeps property-tax collection online through a DR event

Challenge: Weekly tape backups with an effective RPO of up to 7 days

15 minutes for the tax databaseRecovery point objective

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Microsoft AzureBackup & Disaster RecoveryJewellery retail

Jewellery chain makes ERP and POS backups immune to ransomware deletion

Challenge: Backup storage account reachable with a single key held on a domain-joined server

15 minutesERP point-in-time recovery granularity

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Microsoft AzureMigration & ModernizationEPC and infrastructure

EPC company vacates its owned data centre in 7 months and halves run cost

Challenge: 310 VMs and 22 physical servers with no current application inventory

About INR 3.1 croreAnnual infrastructure run cost

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Microsoft AzureMigration & ModernizationAviation ground-handling services

Ground-handling firm moves 14 .NET apps from IIS servers to App Service

Challenge: 26 IIS servers on an out-of-support operating system with 14 interdependent apps

0 in first 9 monthsRelease-related outages per year

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Microsoft AzureMigration & ModernizationFMCG manufacturing

FMCG manufacturer moves 180 Hyper-V VMs to Azure ahead of a host refresh

Challenge: Cluster memory commitment at 85 percent with no headroom for new workloads

0VMs in head-office data centre

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Google CloudComputeGenomics and bioinformatics

Genomics lab cuts whole-genome turnaround from 6 days to 30 hours with Batch on Spot

Challenge: Median whole-genome turnaround of 6 days, against a contractual target of 72 hours

30 hoursMedian whole-genome turnaround

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Google CloudComputeAnimation and VFX

Animation studio bursts to 4,000 render cores for deadlines without buying hardware

Challenge: Peak demand roughly 4x the owned farm for three weeks per delivery cycle

4,000 cores on demandPeak render capacity

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Google CloudComputeAgritech

Agritech firm delivers 6 a.m. crop advisories to 2.1 million farmers on time

Challenge: Nightly pipeline duration of 7.5-10 hours against a 6 a.m. advisory deadline

2 hours 40 minutesNightly pipeline duration

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Google CloudStorage & Content DeliveryDigital news publishing

News publisher absorbs 14x breaking-news spikes with a 94% Cloud CDN hit ratio

Challenge: Homepage outages of more than 20 minutes during two national news events

94%Cache-hit ratio

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Google CloudStorage & Content DeliveryK-12 e-learning

K-12 e-learning company halves video delivery cost across 180,000 lessons

Challenge: Rebuffering ratio of 4.8% during exam season on mobile networks

1.3%Exam-season rebuffering ratio

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Google CloudStorage & Content DeliveryFashion e-commerce

Fashion e-commerce brand cuts product-image load time by 61% on mobile

Challenge: Listing page image load of 6.2 seconds at p75 on mid-range Android devices

2.4 sListing page image load at p75 (mobile)

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Google CloudData & AnalyticsDirect-to-consumer beauty and personal care

D2C beauty brand reallocates 18 percent of ad spend after unifying attribution in BigQuery

Challenge: Platform-reported conversions totalled 1.7x actual orders

1.0x reconciled dailyAttributed orders vs actual orders

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Google CloudData & AnalyticsRenewable energy, independent power producer

Solar power producer cuts deviation charges with 15-minute generation analytics

Challenge: Deviation settlement charges of about INR 2.4 crore a year from forecast errors

Under 30 minutesTime to detect underperforming inverter

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Google CloudData & AnalyticsMedia and entertainment, cinema exhibition

Cinema chain lifts F&B spend per head 11 percent with show-level demand analytics

Challenge: Next-day reporting only, with footfall and F&B data in separate systems

About 5 minutesFootfall and sales data latency

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Google CloudGenerative AI & MLConsumer electronics

Electronics brand resolves 58 percent of support chats in six languages with Gemini

Challenge: Keyword bot resolved only 12 percent of 1.9 lakh monthly contacts

58 percentChats resolved without an agent

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Google CloudGenerative AI & MLAutomotive components manufacturing

Auto-parts maker catches 94 percent of machining defects with an edge vision model

Challenge: Customer escape rate of 1,400 PPM against a 500 PPM target

94 percentDefect detection recall at final inspection

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Google CloudGenerative AI & MLPublic sector, state road transport

State bus operator answers commuter queries in four languages on voice and WhatsApp

Challenge: 40 percent call abandonment at peaks with waits above 12 minutes

9 percentCall abandonment at peak

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Google CloudSAP on Google CloudRetail, apparel and lifestyle

Retail chain moves SAP S/4HANA retail landscape to Google Cloud before peak season

Challenge: Replenishment and allocation runs regularly overran into dispatch hours

3 hours 20 minutesReplenishment and allocation batch runtime

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Google CloudSAP on Google CloudFood and beverages manufacturing

Beverages manufacturer gets same-day secondary sales visibility from SAP in BigQuery

Challenge: Secondary sales visible 3 to 5 days late, primary sales next day

Under 10 minutesPrimary sales data latency

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Google CloudSAP on Google CloudChemicals, decorative and industrial paints

Paints manufacturer gets 4-minute HANA failover and in-country DR on Google Cloud

Challenge: Single-zone HANA with no HA, causing a 3 hour 40 minute outage

Under 5 minutesDR RPO

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Google CloudDatabasesUrban mobility and ride-hailing

Ride-hailing platform moves trip and payments ledger to Spanner with zero data loss

Challenge: Application-managed cross-shard transactions causing about 0.04% of wallet transfers to need manual reconciliation

0%Wallet transfers needing manual reconciliation

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Google CloudDatabasesHealthcare (outpatient clinics)

Clinic network's EMR on AlloyDB serves doctors and reports from one database

Challenge: Chart-open p95 of 3.8 seconds during morning OPD peaks

0.9 sChart-open p95 during OPD peak

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Google CloudDatabasesFintech (rewards and loyalty)

Loyalty fintech handles festive redemption peaks on Cloud SQL with Memorystore

Challenge: Primary CPU above 90% during festive weeks, with 3.1% of redemptions timing out

0.05%Redemption timeouts at festive peak

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Google CloudNetworkingBPO / ITES contact centre

Contact-centre operator cuts voice jitter by 70% across six city hubs

Challenge: Jitter peaks of 45 ms and MOS below 3.4 during ISP degradation

13 msPeak voice jitter

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Google CloudNetworkingClinical research organization (CRO)

Clinical research organization connects 48 trial sites to a private EDC platform

Challenge: Public IPs on EDC and imaging VMs flagged in two sponsor security audits

0VMs with public IPs

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Google CloudNetworkingTyre manufacturing

Tyre manufacturer links four plants to cloud MES and IIoT analytics at 99.99%

Challenge: MPLS links at 80% utilization with no room for MES or telemetry traffic

99.98%Measured MES availability at plants

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Google CloudKubernetesB2B procurement marketplace (SaaS)

Procurement SaaS onboards enterprise tenants in a day on a GKE fleet

Challenge: Five clusters with configuration drift and Kubernetes three minor versions behind

1 dayTime to onboard an isolated enterprise tenant

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Google CloudKubernetesSports technology

Live-scoring app scales 25x for match days with zero pending pods at toss

Challenge: Three to five minutes of pending pods at match start despite overprovisioning

Under 6 sPush notification delay on wickets

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Google CloudKubernetesInsurtech (policy aggregator)

Insurtech aggregator passes IRDAI-aligned audit with signed, policy-checked GKE deploys

Challenge: 19 production images with critical CVEs and no provenance for several running workloads

0Production images with critical CVEs

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Google CloudServerless ApplicationsQuick-service restaurants (QSR)

QSR chain processes 6x lunch-hour orders with zero dropped POS pushes

Challenge: 2.3% of peak-hour aggregator orders auto-cancelled because webhook responses timed out

0.1%Peak-hour aggregator order cancellations

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Google CloudServerless ApplicationsRecruitment and HR-tech

Job portal parses 400,000 resumes a day on Cloud Run with no idle servers

Challenge: Parsing backlog of 5-7 hours on peak days

Under 90 secondsResume parsing delay on peak days

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Google CloudServerless ApplicationsHyperlocal home-services marketplace

Home-services marketplace cuts missed appointments 42% with Cloud Tasks reminders

Challenge: Booking-to-assignment time of up to 12 minutes at weekend peaks

Under 40 secondsBooking-to-assignment time at peak

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Google CloudAPI & IntegrationBanking (small finance bank)

Small finance bank onboards fintech partners in 3 weeks instead of 4 months

Challenge: Four-month average partner onboarding across 28 bespoke integrations

3 weeksPartner onboarding time

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Google CloudAPI & IntegrationEV charging network

EV charging network connects 9 roaming partners and settles sessions in near real time

Challenge: Nine roaming partners on nine different custom APIs

0.6%Roaming session dispute rate

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Google CloudAPI & IntegrationRetail pharmacy

Pharmacy chain exposes e-prescription APIs and live stock across 720 stores

Challenge: 11% of online orders cancelled due to stale stock data

2.4%Online orders cancelled for stock-outs

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Google CloudSecurity & IdentityEducation technology

EdTech platform puts 4.2 million student records inside a DPDP-ready data perimeter

Challenge: 210 principals could read PII datasets; only 35 needed row-level access for their jobs

29Principals with unmasked PII access

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Google CloudSecurity & IdentityFinancial services, digital lending

Digital lending app removes 96 service account keys ahead of its NBFC partner's RBI audit

Challenge: 96 long-lived service account keys, including 4 with roles/owner on the production project

0Secrets stored outside a secret manager

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Google CloudSecurity & IdentityOnline classifieds marketplace

Classifieds marketplace cuts scraper traffic 81 percent with Cloud Armor and reCAPTCHA

Challenge: 42 percent of listing detail traffic was automated, inflating Cloud Run instance hours

8 percentAutomated share of listing detail traffic

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Google CloudBackup & ResiliencePayments, payment aggregator and gateway

Payment gateway reaches a 22-minute regional failover between Mumbai and Delhi

Challenge: Single-zone Cloud SQL with no standby; a zonal event meant a full restore

22 minutes in drillRegional failover RTO

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Google CloudBackup & ResilienceSoftware as a service, accounting and GST compliance

Accounting SaaS makes ledger backups immune to admin compromise with locked vaults

Challenge: Snapshots deletable by any of three Owner accounts in the production project

2 hours 10 minutesMeasured full database restore

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Google CloudBackup & ResilienceAerospace and defence manufacturing

Aerospace components maker protects its PLM vault with 1-hour restore points

Challenge: Daily backups gave an RPO of up to 24 hours for design data changing every few minutes

1 hourDesign data RPO

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Google CloudOperations & ObservabilityE-commerce marketplace

Online marketplace halves customer-reported incidents by adopting SLOs and error budgets

Challenge: 640 alert policies and about 190 pages per week, most needing no action

About 25Pages per week

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Google CloudOperations & ObservabilityLogistics technology, fleet telematics

Fleet telematics provider cuts GPS ingestion lag from 9 minutes to under 20 seconds

Challenge: Live map lag of up to 9 minutes at 7 to 10 am dispatch peaks

18 secondsp99 ping-to-map latency at peak

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Google CloudOperations & ObservabilityEducation technology, live online classes

Live-classes EdTech traces session drops to a signalling bug and cuts them by 73 percent

Challenge: 6.5 percent of sessions dropped, with no split between client and server causes

1.75 percentSessions with at least one drop

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Microsoft AzureInfrastructure DiscoveryEngineering services

Engineering-services firm finds 61 unlisted servers before committing a 9-month exit

Challenge: The CMDB missed 61 servers, about 14 percent of the estate, none with an owner

₹1.65 croreEstimated annual Azure run cost

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AWSInfrastructure DiscoveryLogistics parks and warehousing

Logistics park operator separates edge and cloud systems across five parks before AWS

Challenge: 42 physical servers at remote parks with no remote hands or software-distribution tooling

7, each with an ownerRecorded external integrations

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Microsoft AzureApplication AssessmentInsurance broking

Insurance broker profiles 64 applications and avoids an unsupported claims-system move

Challenge: 23 of 64 applications had no named business owner

64 of 64Applications with named owners

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Google CloudApplication AssessmentEdtech (test preparation)

Test-prep edtech fits 38 application moves into a 9-week off-season window

Challenge: Only 9 weeks of permitted change window per year for learner-facing systems

11 moved in MayApplications that could move outside the learner freeze

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AWSCloud Readiness AssessmentCooperative banking

Multi-state cooperative bank moves its AWS start date only once, with every gate dated

Challenge: 9 of 14 critical gates failed, including board approval and privileged MFA

14 of 14 by wave oneCritical gates passed

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Google CloudCloud Readiness AssessmentMedia and publishing

Regional media house closes 17 readiness gaps before moving editorial systems to GCP

Challenge: 17 of 42 gates failed, 6 of them critical

11 of 11Projects under organisation governance

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Microsoft AzureWorkload Placement AssessmentRetail real estate (mall operations)

Mall operator keeps parking and CCTV on site and moves leasing to Azure South India

Challenge: Continuous recording from about 1,260 cameras would need roughly 2 Gbps of uplink in aggregate

0Parking control dependent on WAN

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AWSCloud TCO & Business CaseFMCG (packaged foods)

FMCG company replaces a ₹6.2 crore refresh with an AWS case paying back in 26 months

Challenge: The first estimate omitted ₹1.1 crore of migration labour and dual running

₹10.2 crore modelledFive-year AWS cost incl. one-off

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Google CloudCloud TCO & Business CaseHospitality (hotel group)

Hotel group's TCO shows Google Cloud wins only with a colocation exit, and times it

Challenge: Hardware was only three years old, so refresh savings did not arise until year three

Negative ₹38 lakhFive-year NPV, migrate now

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Microsoft AzureSecurity & Compliance AssessmentBanking (regional private sector bank)

Regional private bank designs RBI-ready controls before moving digital channels

Challenge: 3,400 firewall rules with no documented application owner for most

1,420 least-privilege rulesFirewall rules in target design

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AWSSecurity & Compliance AssessmentNBFC (gold loans)

Gold-loan NBFC finds Aadhaar-linked data in 9 unexpected tables before AWS migration

Challenge: Classification covered 2 databases, but personal data sat in many more

9 additional tables foundTables with personal data identified

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AWSBackup & DR AssessmentHealthcare (hospital chain)

Hospital chain tiers 58 systems and cuts its planned AWS DR budget by 41 percent

Challenge: All 58 systems had the same warm-standby pattern regardless of impact

₹1.12 croreAnnual DR cost in target design

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Microsoft AzureBackup & DR AssessmentWater utility

Water utility sets recovery tiers for billing and complaints, keeping SCADA on site

Challenge: Weekly tape backup meant up to 7 days of potential data loss on billing

15 minutes in designBilling RPO

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Google CloudData & Database AssessmentCredit information and data analytics

Credit-data analytics firm assigns targets to 46 databases and halves Oracle licence need

Challenge: 9 Oracle databases on 96 licensed cores with unknown feature dependencies

37Instances with a confirmed target

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Google CloudNetwork & Connectivity AssessmentTyre distribution (dealer network)

Tyre distributor proves 1,400 dealers can use a cloud portal on 4G and broadband

Challenge: Remote-desktop sessions consumed 150-300 kbps each at peak

₹17 lakh modelledAnnual connectivity cost

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Google CloudApplication Modernization AssessmentBPO and customer experience services

BPO screens 142 client tools and retires 31 duplicates before modernizing on GCP

Challenge: 38 applications on unsupported frameworks, several handling client customer data

4 after roadmap wavesUnsupported-framework applications

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Microsoft AzureSAP Cloud AssessmentSpecialty chemicals

Specialty chemicals firm chooses RISE on Azure after pricing ECC extended maintenance

Challenge: Only two Basis staff, one retiring within 12 months

Within 6 percentCost difference RISE versus IaaS

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AWSCloud Operating Model AssessmentSpice processing and export

Spice exporter builds a 3-person virtual CCoE and ends MSP-vendor blame on AWS

Challenge: Spend up 120 percent in a year with no budget owner

0Incidents with disputed ownership (next 6 months)

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Microsoft AzureData Centre to Cloud MigrationSteel trading and distribution

Steel trader surrenders its colo cage 11 days early and drops INR 62 lakh a year

Challenge: Renewal 16% higher per rack, with a hard date 30 weeks out.

Week 28, 11 days earlyCage surrender

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AWSData Centre to Cloud MigrationPrivate university

Private university clears its campus server room before a new academic block is built

Challenge: Exam freezes left 22 usable weeks.

0Servers in campus room

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AWSVMware & Hyper V MigrationTwo-wheeler OEM component supplier

Two-wheeler parts supplier converts 142 vSphere VMs to EC2 instead of a 3.4x renewal

Challenge: VMware renewal at 3.4x previous cost, due in 18 weeks.

126 of 128 VMsFirst-boot success after conversion

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Microsoft AzureVMware & Hyper V MigrationCeramic tiles and sanitaryware manufacturing

Ceramics maker moves 64 out-of-support Hyper-V guests to Azure on Windows Server 2022

Challenge: 38 guests and all hosts on Windows Server 2012 R2 with no ESU coverage after October 2026.

0Guests on unsupported Windows Server

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Google CloudServer & Workload MigrationIT staffing and contract workforce

IT staffing firm moves 46 office servers to Google Cloud without a payroll slip

Challenge: Payroll on the 25th left only an 8-day safe window each month.

0 delayed runsPayroll runs delayed by migration

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AWSServer & Workload MigrationSugar and ethanol manufacturing

Sugar mill group rehosts cane procurement servers from four mills in the off-season

Challenge: All cutovers had to finish before crushing began in November.

1 dayFarmer payment reconciliation

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AWSDatabase MigrationStock brokerage back office

Brokerage back office moves 3.1 TB Oracle settlement database to RDS in a 14-minute window

Challenge: Only a weekend night window between batch end and Monday pre-open was available.

14 minutesCutover downtime

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Microsoft AzureDatabase MigrationEye-care hospital chain

Eye-care hospital chain moves 38 clinics' MySQL 5.7 records to MySQL 8.0 on Azure

Challenge: MySQL 5.7 out of support for over three years.

MySQL 8.0Unsupported database versions

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Google CloudApplication ReplatformingTelevision broadcasting

Broadcaster replatforms its ad-scheduling app to Cloud Run with no code changes

Challenge: Release-order uploads were stored on one VM's disk, a single point of failure.

0 linesBusiness logic changes

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AWSApplication ReplatformingFlexible packaging manufacturing

Packaging company moves its artwork approval portal from VMs to ECS on Fargate

Challenge: PHP 7.4 and an old ImageMagick build blocked OS and runtime upgrades.

1.6 secondsLaunch-season page load

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Google CloudApplication RefactoringRegional newspaper publishing

Regional newspaper refactors its e-paper builder and cuts publishing to 40 minutes

Challenge: A shared-drive lock file made the job single-threaded across nine editions.

40 minutesFull nine-edition publish time

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Microsoft AzureApplication RefactoringHybrid seed production and marketing

Seed company refactors dealer ordering off MSMQ and file shares before kharif peak

Challenge: MSMQ and the Windows service tied processing to one server.

Under 3 minutesPeak certificate backlog

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Microsoft AzureStorage & File MigrationFootwear brand

Footwear brand moves 42 TB of design files to Azure Files with caches at two studios

Challenge: Chennai studio waited up to six minutes to open large design files.

0; 22 groupsDirect user permissions

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Google CloudStorage & File MigrationFreight forwarding and customs brokerage

Freight forwarder moves 96 TB of shipment records to Cloud Storage with retention locks

Challenge: 64 million small files across three NAS boxes made copies slow.

Under 30 secondsTime to find a two-year-old shipment file

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AWSMigration Factory & WavesGlass manufacturing

Glass manufacturer restarts a stalled programme and moves 410 servers in 22 weeks

Challenge: 48 of 458 servers moved in nine months.

About 75Servers migrated per month

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Microsoft AzureMigration Factory & WavesPolymer and specialty plastics manufacturing

Polymer company runs one wave calendar for three plants and a head office

Challenge: Four separate change calendars and three local vendors.

1Change calendars in use

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Google CloudLanding Zone ImplementationHospital pathology services

Pathology lab network builds a patient-data perimeter before moving its LIS

Challenge: A pilot project with default networks and three owner-level developers.

0; break-glass onlyUsers with owner rights

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AWSLanding Zone ImplementationTea plantation and trading group

Tea estate group gives five companies separate AWS accounts under one foundation

Challenge: Five companies shared one account and one VPC.

3People with access to payroll data

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AWSCutover & HypercareLuxury hotel

Luxury hotel switches its PMS and 14 interfaces to AWS in a 3-hour overnight window

Challenge: 14 interfaces, including door locks and OTAs, had to work from the first check-in.

14 of 14Interfaces working at first check-in

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Google CloudCutover & HypercareIntercity bus operator

Private bus operator moves seat inventory to Google Cloud with a phased 5-25-100 switch

Challenge: Seat inventory had to stay single-writer with no double sales.

0Double-sold seats during switch

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Microsoft AzurePost Migration OptimizationGarment export manufacturing

Garment exporter closes a 46% bill overrun within 75 days of moving to Azure

Challenge: Monthly bill 46% above the business case.

INR 19.8 lakhMonthly Azure bill

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Microsoft AzureModernization AssessmentGeneral insurance

General insurer finds 58% of policy rules in PL/SQL before re-architecting its PAS

Challenge: Rebuild estimates from two vendors differed by 2.7x with no common scope baseline

INR 19.5 crore ±18%Re-architecture estimate

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Google CloudModernization AssessmentEducation software (school ERP vendor)

School ERP vendor picks its first three extractions from a PHP monolith for 1,900 schools

Challenge: Fee-payment outages of up to 40 minutes during admission peaks

12 of 12Modules with a decided target pattern

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AWSAPI EnablementHousing finance (HFC)

Housing finance company cuts aggregator onboarding from 12 weeks to 9 days with APIs

Challenge: 12 weeks to onboard each digital aggregator through custom SFTP file mapping

9 working daysAggregator onboarding time

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Microsoft AzureAPI EnablementCooperative dairy

Milk union exposes farmer payment and milk-pour data to three banks through APIs

Challenge: 2.3% of payments rejected per cycle, about 2,700 farmers paid late

15 minutesData latency to the credit partner

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AWSMicroservices ModernizationOnline matrimony

Matrimony platform extracts match search and serves 4x peak queries at 420 ms

Challenge: Search p95 of 6.8 seconds at Sunday peaks, with 31% of search sessions abandoned

420 msSearch p95 latency at Sunday peak

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Google CloudMicroservices ModernizationOnline bus ticketing

Bus ticketing platform ends festive double-booking by extracting seat inventory

Challenge: 0.6% of festive bookings double-sold or stuck in pending state

0.03%Double-sold or stuck bookings in festive week

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Microsoft AzureContainerizationHospital information system (HIS) software vendor

HIS vendor replaces 70 per-hospital installs with one signed container image per release

Challenge: 14 versions live across 70 hospitals and 11 weeks to roll out each release

9 daysRelease rollout to all sites

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AWSContainerizationCourier and express parcel

Courier packs 22 tracking and billing apps onto Fargate and retires 61 VMs

Challenge: 61 VMs at 11% average CPU costing INR 14.5 lakh a month

2 daysTime to fix a critical library CVE everywhere

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Google CloudKubernetes ModernizationOTT streaming (regional-language)

Regional OTT service moves an out-of-support kubeadm cluster to GKE with zero downtime

Challenge: Kubernetes 1.26 with 18 Helm charts using deprecated or removed APIs

67%Weekly average node utilisation

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Microsoft AzureKubernetes ModernizationTelecom tower infrastructure

Tower company rebuilds end-of-life Rancher clusters on AKS and removes shared admin access

Challenge: RKE1 at end of life, with node patching done quarterly by hand

0 in 6 monthsMonth-end billing overruns

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AWSServerless ModernizationTravel visa facilitation services

Visa services firm clears its peak-season document backlog in 12 minutes, not 9 hours

Challenge: Peak backlog of nine hours at 9,000 documents an hour

12 minutesPeak-hour processing backlog

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Google CloudServerless ModernizationGovernment scheme portal (state scholarships)

Scholarship portal verifies 11 lakh applications on time against rate-limited APIs

Challenge: 1.3 lakh applications stuck in verification at the last deadline

7 minutesMedian verification time per application

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Google CloudManaged Database ModernizationInvestor servicing registrar (mutual fund and AIF registry services)

Fund registrar converts 3,400 Oracle objects to AlloyDB and exits Enterprise Edition

Challenge: INR 2.3 crore a year in Oracle EE support, RAC options and hardware maintenance

3 hours 20 minutesMonth-end statement run

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Microsoft AzureManaged Database ModernizationChit funds

Chit fund company moves auction and payout logic from Oracle 11g to Azure PostgreSQL

Challenge: Oracle 11g on Windows Server 2012 R2 hosts with no security updates

Under 1.5 sSubscriber ledger query on auction days

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AWSDevSecOps & CI CDFintech (UPI payments app)

UPI payments app moves from fortnightly release nights to 30 canary deploys a week

Challenge: 26% change failure rate and 70-minute manual rollbacks

About 30, all canaryProduction deployments per week

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Microsoft AzureLegacy UI ModernizationB2B pharma marketplace

B2B pharma marketplace more than doubles self-service orders with a chemist PWA

Challenge: Only 18% of orders self-service; 140 telecallers keyed in the rest

41%Orders placed self-service

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AWSCloud Native IntegrationAgritech produce marketplace

Agritech marketplace moves 14 file-based integrations to events and speeds farmer payouts

Challenge: Weighbridge-to-ERP data lag of 2-14 hours through hourly and nightly file drops

Under 40 secondsWeighbridge-to-ERP data latency

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Microsoft AzureCloud Native IntegrationOnline property portal

Property portal delivers builder leads in 20 seconds, not 4 hours, after leaving BizTalk

Challenge: Lead delivery of two to four hours through BizTalk batches and email digests

Median 20 secondsEnquiry-to-CRM lead delivery

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Google CloudObservability ModernizationCab aggregation (tier-2 cities)

Cab aggregator cuts incident diagnosis from 70 to 9 minutes with OpenTelemetry tracing

Challenge: A 70-minute median to locate the failing component in an incident

9 minutesMedian time to locate the failing component

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AWSAI EnablementStock broking (exchange member)

Stockbroker cuts account-modification review from 2 days to 3 hours with AI pre-fill

Challenge: Two-day average turnaround, rising to four days in IPO weeks

3 hoursAverage modification turnaround

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Google CloudAI EnablementMobile casual gaming (no real-money games)

Casual games studio triages 40,000 daily player tickets with Gemini inside its console

Challenge: 31-hour average first response after live events

2.5 hoursAverage first response after live events

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AWSSAP Cloud Readiness AssessmentTwo-wheeler OEM

Two-wheeler OEM cuts sized HANA memory from 6 TB to 3.4 TB before buying capacity

Challenge: Two sizing quotes for the same ECC system differed by 2 TB of HANA memory, with no evidence trail behind either.

187Interfaces documented with owner

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Microsoft AzureSAP Cloud Readiness AssessmentFertilizer co-operative

Fertilizer co-operative finds a non-Unicode blocker 9 months before its Azure move

Challenge: The 2008 HR system used a non-Unicode code page and could not move to HANA or S/4HANA without conversion.

3 identified and scheduledCritical blockers found before build

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Google CloudSAP S/4HANA InfrastructureSpecialty steel

Specialty steel maker builds five S/4HANA tiers from code in 19 days

Challenge: A hand-built sandbox took 5 weeks and failed the HANA log latency KPI by a wide margin.

19 days for five tiersTime to deliver all five tiers

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AWSSAP S/4HANA InfrastructureTiles

Ceramic tiles maker fixes slow S/4HANA month-end postings by rebuilding storage tiers

Challenge: Average HANA log write latency peaked at 2.6 ms during month-end billing runs.

0.4 msPeak HANA log write latency at month-end

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Microsoft AzureSAP HANA ArchitectureAluminium extrusions

Aluminium extruder avoids a HANA instance upgrade by moving 1.1 TB to NSE

Challenge: Peak used memory reached 84 percent of the global allocation limit during month-end close.

2.1 TBColumn-store memory in use

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Google CloudSAP HANA ArchitectureBearings maker

Bearings maker consolidates a 4-node BW scale-out into one HANA host

Challenge: Planning queries joining customer schedules with plant output took 70 to 90 seconds due to cross-node data movement.

12-18 secondsKey planning query runtime

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AWSSAP Migration PlanningPower transmission EPC

Power transmission EPC fits a 4.6 TB S/4HANA conversion into a 40-hour window

Challenge: First mock runtime was 71 hours against a 40-hour business window.

37 hoursTotal business downtime

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Google CloudSAP Migration PlanningReady-mix concrete

Ready-mix concrete firm sequences 3 SAP systems to Google Cloud around monsoon lows

Challenge: All three systems were planned for one weekend, giving a 60-hour combined outage at peak season.

0BW load failures after migration

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Microsoft AzureSAP High AvailabilityEdible oil refiner

Edible oil refiner cuts SAP outage from a host fault to 4 minutes with zonal HSR

Challenge: Two unplanned outages totalling nearly 5 hours in 12 months, both in dispatch peaks.

4 min 10 s measuredBusiness outage from a HANA VM fault

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AWSSAP High AvailabilityGlass bottles

Glass bottle maker proves SAP failover in 18 tests before its furnace relining shutdown

Challenge: One failed takeover had caused a 52-minute outage because of a missing route-table permission.

3 min 35 sMeasured HANA takeover time

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Google CloudSAP Disaster RecoveryPumps & valves

Pumps and valves maker brings S/4HANA up in Delhi in 1 hour 48 minutes

Challenge: Untested DR with an estimated 14-hour RTO and a 24-hour RPO from daily backups.

1 h 48 min in drillRecovery time objective, measured

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Microsoft AzureSAP Disaster RecoveryCables & wires

Cables and wires maker replaces an undrilled on-prem DR with Chennai SAP recovery

Challenge: On-prem DR had not been drilled in 3 years and its hardware was out of warranty.

Under 3 minutesRecovery point at peak

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AWSSAP Backup & RecoveryPipes

Pipes maker recovers S/4HANA to 10 minutes before a faulty mass price update

Challenge: Log backups left the host only once a day, so a host loss could lose up to 24 hours of logs.

10 minutesMaximum log loss on host failure

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Microsoft AzureSAP Backup & RecoverySolar module maker

Solar module maker cuts 4 TB HANA restore from 9 hours to 35 minutes

Challenge: Measured full restore time of 9 hours against a 2-hour target.

10 minutesLog backup interval

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Google CloudSAP Network & ConnectivityTractor maker

Tractor maker keeps assembly-line RFC calls under 30 ms after moving SAP to Mumbai

Challenge: 40 synchronous RFC calls per tractor, roughly 30,000 per shift, sensitive to latency spikes.

4RFC calls per tractor

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AWSSAP Network & ConnectivityPaper & board

Paper and board mill moves 140 SAP partner links to AWS with no failed payments

Challenge: 140 external connections, many whitelisting individual co-location IPs.

138 of 140, 2 retiredPartner connections confirmed before cutover

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Microsoft AzureSAP Security & IdentityDefence electronics supplier

Defence electronics supplier removes all standing SAP admin access for vendor audit

Challenge: 23 people had standing root or sidadm rights across 9 SAP VMs, including vendor staff.

97 percentSAP GUI users on SSO

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AWSSAP Security & IdentityPharma formulations

Pharma formulations maker gets HANA encryption and key separation before USFDA inspection

Challenge: HANA data volume and log encryption were disabled on production and quality.

4 of 4HANA tenants with data and log encryption

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Google CloudSAP Monitoring & OperationsCosmetics

Cosmetics brand catches HANA log fill 40 minutes before stuck invoicing

Challenge: A log volume fill stopped invoicing for 2 h 20 min during a festive sale.

88 percentIncidents detected before users

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AWSSAP Cloud FinOpsSpirits distiller

Spirits distiller cuts SAP AWS bill 34 percent without touching production sizing

Challenge: 17 SAP instances all on on-demand pricing, 14 months after go-live.

INR 27 lakhMonthly SAP AWS bill

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Microsoft AzureSAP Cloud FinOpsSugar

Sugar mill group matches SAP capacity to the crushing season on Azure

Challenge: Eight app servers ran year-round though only three were needed off-season.

3Off-season app servers running

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AWS24x7 Cloud MonitoringOnline pharmacy

Online pharmacy catches failed prescription uploads in 2 minutes instead of next morning

Challenge: Three overnight upload failures in one quarter delayed about 1,900 orders past their dispatch slot

Under 2 minutesTime to detect upload pipeline failure

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Google Cloud24x7 Cloud MonitoringSmart-meter vendor (AMI head-end software)

Smart-meter vendor spots silent data-collector gaps across 9 utility contracts

Challenge: Read success fell below the 98% contract floor on 11 days in six months, triggering penalty notices

1Days below 98% read success (six months)

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AWSIncident ManagementFood delivery cloud kitchens

Cloud kitchen brand cuts dinner-peak outage restore time from 94 to 23 minutes

Challenge: Average P1 restoration of 94 minutes during the dinner peak

23 minutesAverage P1 restore time

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Microsoft AzureIncident ManagementPayroll SaaS

Payroll SaaS keeps month-end salary files on time through three platform incidents

Challenge: Month-end P1s had no fixed owner, so restoration averaged 2 hours 40 minutes

41 minutes averageMonth-end P1 restoration

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Microsoft AzureCloud Infrastructure ManagementCoworking and flexible workspace

Coworking operator clears a 130-ticket backlog and brings 94% of Azure into code

Challenge: New-centre network setup took about 15 working days and delayed two launches

9 ticketsInfrastructure backlog

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Microsoft AzureBackup OperationsClinical laboratory

Clinical lab chain finds 19 unprotected databases and proves monthly restores of its LIS

Challenge: 19 databases and 7 VMs added since migration had no backup

0Production databases without backup

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AWSBackup OperationsERP reseller and hosting ISV

ERP reseller restores customer databases in under an hour instead of two days

Challenge: About 12 customer restore requests a month, each taking 6-16 hours

About 15Support engineer hours on restores per month

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Microsoft AzurePatch & Configuration ManagementNBFC vehicle finance

Vehicle-finance NBFC cuts critical patch latency from 47 days to 9 ahead of RBI inspection

Challenge: Median critical patch latency of 47 days across 180 VMs

9 daysMedian critical patch latency

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Google CloudPatch & Configuration ManagementUniversity learning management system

University LMS patches 96 servers through exam season without a single reboot clash

Challenge: Patching paused for about six months a year around two exam seasons

0Months per year without patching

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Google CloudPerformance & Capacity ManagementEd-tech test preparation

Test-prep platform runs its 3.4 lakh-student Sunday mock test after two failed attempts

Challenge: Two of three recent mock tests rescheduled because of capacity ceilings

320 msAnswer-save p95 latency at peak

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AWSPerformance & Capacity ManagementAuto-parts e-commerce

Auto-parts marketplace brings fitment search back under 600 ms after six slow releases

Challenge: p95 fitment search latency drifted from 450 ms to 2.8 s over six releases

560 msFitment search p95 latency

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AWSCloud Security OperationsWealth platform

Wealth platform contains a leaked access key in 11 minutes and clears 6,200 findings

Challenge: Detectors enabled in only 2 of the regions an attacker could use

11 minutesLeaked-key containment time (later test and one real case)

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Google CloudCloud Cost OperationsRegional OTT streaming

Regional OTT stops a ₹6 lakh transcoding loop in hours and cuts non-prod spend by 58%

Challenge: A four-day transcoding retry loop cost about ₹6 lakh before detection

Under 6 hoursTime to detect runaway batch cost

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AWSCloud Cost OperationsD2C eyewear

D2C eyewear brand finds ₹2.1 lakh a month hidden in NAT traffic and old snapshots

Challenge: NAT gateway data processing of about ₹1.4 lakh a month for S3 traffic

About ₹18,000/monthNAT gateway charges

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Microsoft AzureManaged Database OperationsInsurance web aggregator

Insurance aggregator cuts quote-engine database time 64% before motor renewal season

Challenge: CPU at 92-98% during renewal peaks despite two vCore increases

1.1 sPeak quote response time

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Google CloudManaged Database OperationsAirline catering

Airline caterer moves 14 Cloud SQL instances off MySQL 5.7 with 4-minute cutovers

Challenge: 14 instances on MySQL 5.7 incurring extended support charges

0Instances on MySQL 5.7

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Google CloudManaged Kubernetes & ContainersB2B SaaS CRM

B2B CRM SaaS catches up three GKE versions without a customer-visible outage

Challenge: Three minor versions behind, with automatic upgrade due within about two months

0, on Stable channelVersions behind latest

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Microsoft AzureCloud Governance OperationsHospital network

Hospital network retires 140 open-ended exemptions and vends subscriptions in a day

Challenge: 140 policy exemptions with no expiry or owner

0Exemptions without expiry

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Microsoft AzureService Reporting & ReviewsGaming tournaments

Esports tournament platform gives publishers per-event service reports within 48 hours

Challenge: About a week to answer post-event performance questions by hand

Within 48 hours, generatedTime to post-event performance report

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AWSCloud Security AssessmentBanking (small finance bank)

Small finance bank closes 59 of 63 critical AWS findings before its RBI IS audit

Challenge: 38 accounts with uneven guardrails, 11 lacking centralised audit logs

40 of 40Accounts sending to organisation CloudTrail

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Microsoft AzureCloud Security AssessmentSaaS (HR, payroll and attendance)

Payroll SaaS lifts Azure secure score from 34% to 72% before bank security reviews

Challenge: 31 storage accounts with public network access, 6 allowing anonymous blob reads

72%Defender for Cloud secure score

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Microsoft AzureIdentity & Access ManagementCapital markets (discount stock broker)

Stock broker cuts permanent Azure admins from 11 to 2 with PIM and FIDO2 sign-in

Challenge: 11 permanent Global Administrators and 140 active privileged assignments

2 break-glassPermanent Global Administrators

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AWSIdentity & Access ManagementUrban mobility (ride-hailing and auto-rickshaw aggregation)

Ride-hailing platform retires 324 IAM users and offboards leavers in under an hour

Challenge: 330 IAM users across 61 accounts, 44 belonging to leavers

0 standingPrincipals with AdministratorAccess in production

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Google CloudCloud Network SecurityLogistics (express parcel and B2B freight)

Express logistics firm closes public SSH on 134 VMs and allowlists all production egress

Challenge: 134 VMs with public IPs and SSH open to the internet

140 allowlistedProduction egress domains reachable

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AWSCloud Network SecurityHealthcare (multi-city hospital chain)

Hospital chain segments HIS, PACS and LIS on AWS and blocks unapproved outbound traffic

Challenge: 40 VPC peering links creating a full mesh across 18 VPCs

0VPC peering connections

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AWSWeb Application ProtectionE-commerce marketplace (home furnishing and decor)

Home-goods marketplace stops 91% of fake sign-ups farming referral coupons

Challenge: 38,000 scripted sign-ups a day at peak sale

About 3,400 a dayScripted sign-ups reaching the app at peak

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Microsoft AzureWeb Application ProtectionGovernment e-procurement technology vendor

E-tendering platform stays online on bid-closing days through a 40 Gbps flood

Challenge: 70-minute outage on a tender closing day caused by L3/L4 and HTTP floods

1.6 sBid-upload p95 latency at peak

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AWSData Security & EncryptionHealth insurance (standalone health insurer)

Health insurer finds 3.1 million unprotected records in test buckets and closes every gap

Challenge: 84 buckets with no classification and frequent production copies to UAT

84 of 84Buckets with a recorded classification

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Google CloudData Security & EncryptionPharmaceuticals (clinical development)

Clinical trials team puts every subject dataset under CMEK and India-only storage

Challenge: 37 projects, 9 created by contractors outside the organisation's folder structure

0Restricted tables stored outside India

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Google CloudCloud Security Posture ManagementReal-estate CRM SaaS

Real-estate CRM SaaS auto-fixes 62% of posture findings within an hour of creation

Challenge: 210 tenant projects created from an outdated script

240Active SCC findings

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Microsoft AzureVulnerability ManagementDefence manufacturing (MSME supplier)

Defence MSME isolates 14 Windows Server 2012 hosts and reaches 96% patch SLA

Challenge: 80 servers patched manually with frequent missed months

80 of 80Servers with vulnerability visibility

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Microsoft AzureLogging & Threat DetectionFinancial services (online mutual fund distributor)

Mutual fund distributor halves Sentinel spend while tripling tested detections

Challenge: INR 7.4 lakh monthly Sentinel bill with critical sources switched off to save cost

INR 3.6 lakhMonthly Sentinel and Log Analytics cost

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AWSLogging & Threat DetectionFintech (prepaid payment instrument wallet, crypto-free)

Prepaid wallet detects a leaked access key in 4 minutes with Security Lake detections

Challenge: GuardDuty enabled in only one of four used regions with findings unrouted

4 minutesTime to detect leaked CI key misuse

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Google CloudSecrets & Key ManagementAd-tech (programmatic demand-side platform)

Ad-tech DSP vaults 340 hard-coded credentials and rotates exchange keys in minutes

Challenge: 340 live credentials across 140 repositories, 4 exposed publicly

0Live credentials in repositories

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Microsoft AzureSecrets & Key ManagementLegal-tech (contract lifecycle management SaaS)

Legal-tech SaaS offers per-tenant BYOK on Managed HSM and wins two bank legal teams

Challenge: Three enterprise deals worth about INR 2.6 crore a year conditional on customer-controlled keys

11Enterprise tenants on customer-managed keys

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Google CloudDevSecOpsTravel technology (hotel booking and channel management)

Hotel booking platform cuts critical dependency fix time from 41 days to 6

Challenge: Median 41 days to fix critical dependency CVEs

6 daysMedian time to fix new critical dependency CVEs

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Microsoft AzureDevSecOpsNon-profit (child education NGO)

Child-education NGO removes deploy secrets and gates agency code on donor platform

Challenge: Contributor-level service principal secret shared with all agency developers

0Stored cloud credentials in GitHub

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Google CloudSecurity Incident ReadinessEdTech (competitive exam test preparation)

Test-prep edtech drafts a CERT-In report in 2 hours 10 minutes during its first drill

Challenge: Nine hours to organise a response to a phished staff account the previous year

35 minutesTime to assemble incident command in a drill

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Microsoft AzureCompliance Control MappingInsurance (third-party administrator for health claims)

Health TPA maps IRDAI guidelines to Azure and halves insurer audit preparation

Challenge: 14 insurer audits a year against the same IRDAI guidelines with different questionnaires

About 28 person-daysSecurity team effort on insurer audits per year

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Microsoft AzureBackup AssessmentChartered accountancy and audit

CA firm finds 9 of 34 servers unprotected weeks before its peer review

Challenge: 9 of 34 VMs, including the e-filing server holding three years of acknowledgements, sat outside any backup policy

34 of 34VMs under a backup policy

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AWSBackup AssessmentPayroll outsourcing bureau

Payroll bureau cuts backup spend 41% and proves restores for 1,100 client payrolls

Challenge: Duplicate protection: 61% of EBS volumes had both an AWS Backup recovery point and a script snapshot, with 14,800 snapshots in total

INR 2.7 lakhMonthly backup-related storage cost

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Microsoft AzureCloud Backup ArchitecturePharmaceutical quality control (LIMS)

Pharma QC lab puts LIMS and instrument data under one validated backup design

Challenge: Four vaults with inconsistent retention, one keeping raw instrument data only 90 days

3, one per tierRecovery Services vaults

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Google CloudCloud Backup ArchitectureK-12 school chain

School chain moves 42 campus ERPs onto one label-driven backup policy

Challenge: Cloud SQL backups retained only seven days, so an eight-day-old error could not be reversed

35 daysPoint-in-time window for ERP database

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AWSDisaster Recovery AssessmentLogistics (transport management system)

Freight TMS operator finds a 3-hour dispatch cut-off and tiers DR around it

Challenge: No recovery capability outside Mumbai; a regional event meant a full rebuild from snapshots

6Services with distinct recovery tiers

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AWSPilot Light DRDecorative paints (dealer ordering portal)

Paints maker's dealer ordering portal recovers in 52 minutes from Hyderabad

Challenge: 14-hour measured rebuild from snapshots, against a business need of under 2 hours

52 minutesMeasured recovery time

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Microsoft AzurePilot Light DRAutomobile dealerships (dealer management system)

Auto dealer group's DMS gets 2-hour recovery with Site Recovery to South India

Challenge: Licence server activation tied to machine identity, so rebuilt VMs would not license the DMS

1 h 48 min measured test failoverEstimated regional recovery

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Microsoft AzureWarm Standby DRHospital radiology (PACS)

Hospital network's PACS viewer fails over to Chennai in 9 minutes during drill

Challenge: 74-minute recovery, while emergency radiology needed viewer access back within 15 minutes

9 minutes measuredViewer recovery time

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Google CloudWarm Standby DRTelecom billing (ISP and enterprise connectivity)

Regional telecom billing platform keeps bill runs on schedule with a Delhi standby

Challenge: 28-minute in-memory reference data load made any cold recovery slow

12 minutes measuredRecovery time for rating and invoicing

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AWSActive Active ResilienceE-commerce (home goods and furnishing marketplace)

Home-goods marketplace drains Mumbai at noon and keeps checkout error rate at 0.2%

Challenge: Orders in single-primary Aurora could not accept writes in Hyderabad without failover

0Synchronous cross-region dependencies

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Google CloudActive Active ResilienceOnline gaming (casual multiplayer, non-real-money)

Casual gaming studio keeps 6 lakh concurrent players online through a regional drain

Challenge: Single Cloud SQL instance held profiles and inventory, writing at 14,000 transactions per second at peak

30 secondsMaximum event progress lost

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AWSCross Region RecoveryCapital markets (stock broking order management)

Stock broker's OMS clears its Hyderabad region-isolation test with 38 fixes

Challenge: 38 Mumbai-only dependencies found once inventoried, including keys, secrets, registries and IAM ARNs

0Mumbai-only dependencies

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Microsoft AzureCross Region RecoveryPower distribution (DISCOM consumer billing)

State power DISCOM moves billing DR from a same-city site to Azure South India

Challenge: Same-city DR site exposed to the same flood and power risks as production

9 of 9Payment partners able to transact against DR

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Google CloudDatabase Backup & RecoveryMicrofinance (NBFC-MFI loan servicing)

Microfinance lender reverses a faulty EMI batch and keeps 9 hours of collections

Challenge: Nine hours of legitimate collections had been posted after the faulty patch and could not be lost

35 daysPITR window

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Google CloudImmutable & Protected BackupMedia (television and digital newsroom)

News network protects 420 TB of footage and its CMS from a compromised editor account

Challenge: Storage admin rights held by 64 users including an external agency, any of whom could delete footage and versions

6Users able to delete archive footage

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AWSDR RunbooksAviation (airline crew management systems)

Airline's crew rostering recovery drops from 4 h 10 min to 58 minutes with runbooks

Challenge: 58% of drill time spent deciding what to do next, not executing

58 minutesDrill recovery time for crew tracking

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Google CloudDR RunbooksSpecialty chemicals manufacturing (plant MES)

Chemical plant writes MES recovery runbooks that operators and IT can both execute

Challenge: No defined point at which operators should switch to paper or pause batches

1 h 35 min in drillMES recovery in second region

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AWSCloud Cost AssessmentSaaS (unicorn-stage B2B software)

Pre-Series-E SaaS company finds ₹58 lakh a month of waste before its board review

Challenge: ₹1.1 crore of monthly spend (46%) could not be tied to any of the four product lines.

93%Spend attributed to a product line

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AWSRightsizingE-grocery (scheduled-slot online grocery delivery)

E-grocery platform moves 410 EC2 instances to Graviton and cuts compute cost 33%

Challenge: Only 14% of instances reported memory, blocking any evidence-based downsizing.

₹64 lakhMonthly EC2 cost

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Microsoft AzureRightsizingInsurance web aggregator (motor and health comparison)

Insurance aggregator downsizes quote-engine VMs and Azure SQL without slowing quotes

Challenge: 96 quote VMs averaged 9% CPU but had to absorb insurer API latency spikes without timeouts.

₹35 lakhMonthly Azure spend

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Microsoft AzureIdle Resource OptimizationIT services (application development and testing for overseas clients)

IT services firm reclaims ₹22 lakh a month from 160 closed client-project subscriptions

Challenge: 160 subscriptions mapped to projects marked closed in the delivery system but were still billing.

₹1.38 croreMonthly Azure spend

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Google CloudIdle Resource OptimizationOnline real-estate portal (property listings and lead generation)

Real-estate portal closes 38 dormant projects and cuts idle Google Cloud spend by 87%

Challenge: 52 projects flagged unattended by Recommender, with ownership unclear after two reorganisations.

₹1.1 lakhMonthly idle Google Cloud cost

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Google CloudStorage OptimizationNews app (multilingual mobile news and short video)

Regional news app halves Cloud Storage cost on 1.9 PB of reader video and logs

Challenge: 99% of raw video was never read after seven days, yet all of it sat in Standard class.

₹22 lakhMonthly Cloud Storage cost

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AWSStorage OptimizationHealth-tech (teleconsultation and e-pharmacy platform)

Teleconsultation health-tech moves 380 TB of gp2 to gp3 and tiers consult recordings

Challenge: Volumes were oversized to buy IOPS: a 12 TB gp2 volume held 2.8 TB of Elasticsearch data.

₹17.5 lakhMonthly storage cost

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AWSBackup Cost OptimizationFintech lending (digital personal and MSME loans with NBFC partners)

Digital lending platform cuts snapshot spend 61% while keeping five-year loan records

Challenge: The same 140 volumes were protected twice, by DLM and AWS Backup, with different retention.

₹10.9 lakhMonthly backup and snapshot cost (month 12)

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Microsoft AzureBackup Cost OptimizationRetail chain (consumer electronics and home appliances)

Electronics retail chain retires a duplicate backup tool and moves to tiered vaults

Challenge: SQL databases protected twice, by Azure Backup VM snapshots and the third-party agent.

₹7.4 lakhMonthly backup spend incl. licences (month 9)

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AWSCommitment & Discount PlanningMedia streaming (subscription OTT with live sports)

Streaming service rebuilds its commitment portfolio and lifts savings rate to 31%

Challenge: Effective savings rate on compute was 9% despite large steady workloads.

31%Effective savings rate on compute

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Google CloudCommitment & Discount PlanningOnline travel portal (flights, hotels and holiday packages)

Travel portal blends resource and spend-based CUDs around peak holiday seasons

Challenge: No CUDs at all; effective savings came only from sustained use discounts on N2.

23%Effective savings rate (excluding SUDs)

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Microsoft AzureDev Test SchedulingEdtech (competitive-exam preparation app and live doubt-solving)

Test-prep edtech puts 52 Azure environments on schedules developers actually keep

Challenge: 44 of 52 environments exempted from the previous shutdown policy within six weeks.

₹12.5 lakhMonthly non-production Azure cost

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Google CloudDev Test SchedulingGaming studio (mobile and PC game development)

Mobile gaming studio schedules GPU build farms and dev GKE pools across three time zones

Challenge: 40 GPU VMs ran continuously although busy only 38% of the week.

₹15 lakhMonthly non-production Google Cloud cost

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AWSTagging & Cost AllocationHR-tech (payroll, attendance and hiring SaaS)

HR-tech SaaS measures cloud cost per tenant across payroll, attendance and hiring modules

Challenge: No module or tenant dimension in billing; 100% of production cost was a single number.

97%Production cost allocated to a module

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Google CloudBudgets & Cost Anomaly ManagementAnalytics agency (marketing analytics and attribution for consumer brands)

Marketing analytics agency caps runaway BigQuery scans across 70 client projects

Challenge: One account-level budget for 70 projects, alerting a finance mailbox at 100% of actuals.

₹1.4 lakh totalUnbillable overrun in following six months

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AWSBudgets & Cost Anomaly ManagementD2C brand house (portfolio of personal-care, home and baby brands)

D2C brand house catches a ₹1.6 lakh-a-day NAT gateway spike within four hours

Challenge: One budget and one anomaly monitor for nine brands and a shared platform.

4 hoursDetection time for a repeat NAT routing error (month four)

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Microsoft AzureKubernetes FinOpsAutomotive connected-car platform (telematics, OTA updates and app backend)

Connected-car platform cuts AKS node cost 38% and shows six teams their own spend

Challenge: CPU requests were 3.9x p95 usage on average across 340 deployments.

₹36 lakhMonthly AKS node cost

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Google CloudKubernetes FinOpsLogistics (express parcel and e-commerce last-mile delivery)

Express logistics firm halves GKE idle capacity and moves route planning to Spot

Challenge: Fixed node pools sized for the evening peak left 46% of node cost idle.

₹27 lakhMonthly GKE cost

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Microsoft AzureData & AI FinOpsDigital bank partner (banking-as-a-service fintech serving partner banks)

Banking-as-a-service fintech shows each data domain its Databricks and Foundry cost

Challenge: ₹52 lakh a month of data and AI cost with no domain or partner-bank split.

₹38 lakhMonthly data and AI spend

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Microsoft AzureEnterprise RAG & Knowledge AssistantsHealthcare (multi-specialty hospital group)

Hospital group gives night-shift nurses cited protocol answers in under 5 seconds

Challenge: 1,900 protocol documents with 410 local variants and no reliable version metadata

About 17 per nightNight-shift protocol calls to duty doctors

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AWSEnterprise RAG & Knowledge AssistantsBanking (trade finance operations)

Bank trade-finance desk cuts LC discrepancy research from 35 minutes to 6

Challenge: 380 internal operating notes with chains of amendments and no single current view

6 minutesAverage research time per non-standard discrepancy

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AWSAI Agents & Workflow AutomationLogistics (customs brokerage and clearance)

Customs broker clears import filings 2.4x faster with an agent that prepares each file

Challenge: 52 minutes average preparation per file across 6,500 monthly consignments

22 minutesAverage file preparation time

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Google CloudAI Agents & Workflow AutomationHR shared services (diversified manufacturing group)

HR shared services settles employee exits in 9 days instead of 34 with an agent

Challenge: Inputs from six systems and departments chased manually for 650 exits a month

9 daysAverage days to full-and-final settlement

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Microsoft AzureIntelligent Document ProcessingLife insurance (new business underwriting)

Life insurer cuts underwriting data entry from 26 minutes to 7 per proposal

Challenge: 70-110 medical and financial values keyed manually per case from merged scans

7 minutesData preparation time per proposal

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Google CloudEnterprise Search with AIAutomotive OEM (after-sales service)

Auto OEM technicians find the right repair procedure on the first search 74% of the time

Challenge: Title-only search across 46,000 manuals, bulletins and wiring diagrams

74%Correct procedure on first search (judgement list)

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Microsoft AzureConversational AnalyticsFMCG (packaged foods sales)

FMCG area sales managers get beat-level answers on mobile in 12 seconds, not 3 days

Challenge: 1,300 ad-hoc data requests a month to a six-person MIS team

About 12 secondsTime to answer an ad-hoc sales question

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Google CloudConversational AnalyticsAviation (airline operations control)

Airline operations control answers on-time performance questions in chat during the shift

Challenge: Shift duty managers without analyst support for 16 hours a day

About 78%Shift questions answered without an analyst

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AWSCustomer & Employee AI AssistantsTelecommunications (consumer mobile and broadband contact centre)

Telecom contact centre cuts after-call work from 95 to 20 seconds with AI summaries

Challenge: 95 seconds of after-call work per call across 42,000 daily calls

20 secondsAfter-call work per call

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Google CloudCustomer & Employee AI AssistantsMicrofinance (NBFC-MFI field operations)

Microfinance field officers get Odia and Hindi voice answers offline-first on their phones

Challenge: About 9,000 weekly calls from field officers to branch managers for policy questions

About 2,700Weekly policy calls to branch managers

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Microsoft AzureAI Application ModernizationChartered accountancy and tax advisory

Tax practice adds AI notice-reply drafting to its 12-year-old app in 11 weeks

Challenge: About 900 notices a quarter at 2-3 hours of drafting each

35-50 minutesTime to prepare a notice reply for partner review

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AWSAI Application ModernizationReal estate (residential project sales)

Real-estate developer's legacy CRM summarises site-visit calls and scores leads

Challenge: 6,000 daily calls with only one-line notes in the CRM

96%Calls with a structured CRM summary

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Microsoft AzureAI Security & GovernanceWealth advisory (SEBI-registered investment advisory)

Wealth advisory firm red-teams its client-letter assistant and closes 23 findings

Challenge: Three AI tools from three vendors with no shared inventory, logging or policy

0Red-team findings open on letter drafter

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Google CloudAI Security & GovernancePublic sector (state welfare-scheme citizen helpdesk)

State welfare-scheme helpdesk blocks injection and PII leaks before public launch

Challenge: Demonstrated leak of applicant status fragments through a simple injection prompt

Zero in 1,800 automated and 240 manual attemptsApplicant data exposed in red-team attempts

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AWSAI Observability & EvaluationPharmaceuticals (pharmacovigilance case processing)

Pharmacovigilance hub catches a seriousness-classification regression within a day

Challenge: Quality checked only through a quarterly 200-case manual audit

Under 24 hoursTime to detect a seriousness-recall regression

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Google CloudAI Data PreparationPower generation (thermal power plant operations and maintenance)

Thermal power station turns 31 years of O&M records into a clean AI corpus

Challenge: 1.9 lakh files with 34% duplication and no current-revision marker on key manuals

1.6%Duplicate or superseded content in top-5 results

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Microsoft AzureAI Data PreparationRetail (fashion and home furnishings omnichannel)

Retailer normalises 2.4 lakh SKUs so its shopping assistant stops guessing

Challenge: 46 variants of fabric names and mixed size conventions across suppliers

94%SKUs with complete key attributes

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AWSAI FinOps & Cost ControlCement manufacturing (plant maintenance)

Cement plant halves maintenance copilot spend with prompt caching and nightly batch

Challenge: ₹6.2 lakh monthly Bedrock spend for one plant, blocking roll-out to two more

About ₹2.9 lakhMonthly Bedrock spend for the plant

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Microsoft AzureData Strategy & ArchitectureDecorative paints manufacturing

Paints maker builds a dealer-tinting data strategy that ties shade demand to production

Challenge: Tinting data for 18,000 dealers never joined to SAP sales, depot stock or schemes

14,600 of 18,000Tinting dealers matched to SAP sales in test extract

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AWSData Integration & IngestionTwo-wheeler finance (NBFC)

Two-wheeler lender sees EMI bounces by 11 a.m. instead of the next morning

Challenge: 5 hour 40 minute nightly export overran into branch hours and locked repayment tables

Same day, 11 a.m.Bounce list availability to field agents

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Google CloudData Integration & IngestionPort operator (multi-purpose cargo port)

Port operator unifies TOS, gate and customs feeds to track vessel turnaround hourly

Challenge: Four manual exports a day to produce one berth productivity report

0Manual exports for daily berth report

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AWSCloud Data LakeOTT streaming (subscription video)

OTT platform cuts lake query scans 86% and decides content renewals on watch data

Challenge: 2.1 PB in Standard storage, 71% not read in over 6 months

4-5 TB (86% less)Bytes scanned per completion-rate query

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Microsoft AzureCloud Data LakeAgri commodity trading (pulses, oilseeds and spices)

Agri commodity trader puts mandi, weather and satellite data in one lake for buying calls

Challenge: Daily price data for 340 mandis held in emailed Excel, with only 18 months of usable history

4 yearsMandi price history available for analysis

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Google CloudCloud Data WarehouseFMCG distribution

FMCG distributor settles brand scheme claims in 9 days instead of 47

Challenge: Average 47-day claim settlement cycle across six brands

9 daysAverage claim settlement time

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AWSCloud Data WarehouseGeneral insurance

General insurer files IRDAI returns from a reconciled warehouse, not 140 spreadsheets

Challenge: About 140 linked spreadsheets behind each quarterly return

8 working daysTime to prepare quarterly returns

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Microsoft AzureLakehouse ArchitectureSteel (flat products)

Steel plant traces every coil defect back to heat chemistry within 20 minutes

Challenge: 3-5 days to assemble data for each customer defect complaint

Under 20 minutesTime to assemble defect investigation data

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Google CloudReal Time & Streaming AnalyticsRide-hailing (urban mobility)

Ride-hailing app rebalances driver supply every 30 seconds across 2,400 city zones

Challenge: 10-minute-old supply and demand view during fast-moving peaks

30 secondsSupply-demand view freshness

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AWSReal Time & Streaming AnalyticsTelecom (circle network operations)

Telecom circle spots cell-site outages in 90 seconds instead of 20 minutes

Challenge: 15-minute counter files and hourly reports gave about 20 minutes to detect a degraded site

90 secondsMean time to detect a degraded site

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Microsoft AzureBusiness Intelligence & DashboardsQuick-service restaurant chain

QSR chain gives 310 store managers a next-morning food-cost variance view

Challenge: 480 reports, with only 61 opened in the previous 30 days

86%Store managers active weekly on dashboards

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AWSBusiness Intelligence & DashboardsHospital chain (multi-city)

Hospital chain cuts TPA claim denials 38% with a bed-to-bill dashboard set

Challenge: Nine hospitals using different occupancy and ALOS definitions

5.8%Claim denials and deductions on insured billing

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Microsoft AzureData Governance & QualityBanking (private sector bank)

Private bank cuts regulatory return resubmissions from 14 a year to one

Challenge: 14 return resubmissions in a year from data errors

1Return resubmissions per year

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Google CloudData Governance & QualityPharmaceuticals (field force and sales operations)

Pharma field force cleans its doctor master and stops paying incentives on duplicates

Challenge: Estimated 11% duplicate doctor records across three merged masters

0.6%Duplicate doctor records

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Google CloudData Modernization & MigrationCement

Cement group exits an Oracle warehouse and OBIEE, cutting run cost 46%

Challenge: INR 9.2 crore hardware refresh due within 14 months

INR 1.68 croreAnnual analytics run cost

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AWSData Modernization & MigrationAirline (domestic carrier)

Airline moves an out-of-support Hadoop cluster to an Iceberg lakehouse on AWS

Challenge: Out-of-support Hadoop release with an INR 6 crore expansion quote

20-90 secondsTypical revenue management query time

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Microsoft AzurePredictive Analytics & MLElectricity distribution (DISCOM)

Electricity DISCOM cuts costly real-time market purchases with a 15-minute load forecast

Challenge: Day-ahead block forecast error of 6.8% MAPE, above 12% in weather events

3.9%Day-ahead forecast MAPE

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Google CloudPredictive Analytics & MLGaming (casual mobile, non-real-money)

Casual gaming studio lifts day-30 retention by targeting likely churners

Challenge: Offers sent only after 3 days of inactivity, when many players had uninstalled

10.6%Day-30 retention, main title

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Google CloudAnalytics FinOpsApparel retail (omnichannel)

Apparel retailer cuts BigQuery spend 52% while dashboards get faster

Challenge: Monthly BigQuery spend nearly tripled to INR 26 lakh in 14 months

INR 12.5 lakhMonthly BigQuery spend

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