- Transformation: ADF mapping data flows to Databricks (notebooks or Lakeflow pipelines)Databricks on Azure · 25 Oct 2026
- Transformation: Azure Data Factory from 'publish in prod' to Git and automated CI/CDData Platform · 25 Oct 2026
- Transformation: Azure HDInsight (Spark, Hive, Kafka) to Azure Databricks and managed servicesDatabricks on Azure · 25 Oct 2026
- Transformation: Azure Synapse dedicated SQL pool to Microsoft Fabric WarehouseData Platform · 25 Oct 2026
- Transformation: bring console-built OCI resources under Terraform and Resource ManagerOCI · 25 Oct 2026
- Transformation: chained batch notebooks to Lakeflow Declarative PipelinesDatabricks on Azure · 25 Oct 2026
- Transformation: Cloudera/Hortonworks Hadoop to a Databricks lakehouseData Platform · 25 Oct 2026
- Transformation: consolidating a standalone vector database into PostgreSQL with pgvectorAI & GenAI · 25 Oct 2026
- Transformation: converting Oracle non-CDB databases to PDBs before the multitenant-only releasesDatabases · 25 Oct 2026
- Transformation: credential passthrough and legacy table ACLs to Unity Catalog permissionsDatabricks on Azure · 25 Oct 2026
- Transformation: extending an existing MLOps platform to support LLM applicationsAI & GenAI · 25 Oct 2026
- Transformation: federate OCI identity domains with Microsoft Entra ID (SSO + provisioning)OCI · 25 Oct 2026
- Transformation: from a central data team bottleneck to domain-owned data productsData Platform · 25 Oct 2026
- Transformation: from a flat 'everything in root' OCI tenancy to a structured landing zoneOCI · 25 Oct 2026
- Transformation: from a public, default-network Databricks workspace to VNet injection and Private LinkDatabricks on Azure · 25 Oct 2026
- Transformation: from a rule-based FAQ bot to a RAG assistant grounded in your own documentsAI & GenAI · 25 Oct 2026
- Transformation: from a single-prompt workflow to a bounded agent using MCP toolsAI & GenAI · 25 Oct 2026
- Transformation: from hand-made notebook jobs to Databricks Asset Bundles and CI/CDDatabricks on Azure · 25 Oct 2026
- Transformation: from hourly batch ETL to streaming with Kafka and Spark Structured StreamingData Platform · 25 Oct 2026
- Transformation: from keyword search to hybrid search with a semantic rerankerAI & GenAI · 25 Oct 2026
- Transformation: from long prompts to a LoRA fine-tuned small model for a narrow taskAI & GenAI · 25 Oct 2026
- Transformation: from manual ticket triage to LLM-assisted classification and routingAI & GenAI · 25 Oct 2026
- Transformation: from nightly SFTP file drops to event-driven ingestionData Platform · 25 Oct 2026
- Transformation: from scattered server logs to central observability with OCI Logging and Logging AnalyticsOCI · 25 Oct 2026
- Transformation: from trigger tables and 'last_modified' polling to log-based CDC with DebeziumData Platform · 25 Oct 2026
- Transformation: legacy GUI ETL (Informatica, SSIS, DataStage) to ELT with dbtData Platform · 25 Oct 2026
- Transformation: migrate a Kafka cluster from ZooKeeper to KRaftData Platform · 25 Oct 2026
- Transformation: migrate Oracle Database to OCI Base Database with Data Guard and minimal downtimeOCI · 25 Oct 2026
- Transformation: migrating from the Assistants API to the Responses APIAI & GenAI · 25 Oct 2026
- Transformation: move OCI workloads from x86 to Ampere Arm (A1/A2) shapesOCI · 25 Oct 2026
- Transformation: move on-prem Oracle RMAN backups from tape to OCI Object StorageOCI · 25 Oct 2026
- Transformation: move scheduled scripts and small APIs to OCI Functions, API Gateway and Resource SchedulerOCI · 25 Oct 2026
- Transformation: move vSphere workloads to Oracle Cloud VMware Solution (OCVS) with HCXOCI · 25 Oct 2026
- Transformation: moving apps from the public OpenAI API to Azure OpenAI with enterprise controlsAI & GenAI · 25 Oct 2026
- Transformation: moving bulk LLM jobs from synchronous calls to batch inferenceAI & GenAI · 25 Oct 2026
- Transformation: moving large Oracle databases from AIX or Solaris to Linux with cross-platform transportable tablespacesDatabases · 25 Oct 2026
- Transformation: moving models from hand-built GPU VMs to managed inference endpointsAI & GenAI · 25 Oct 2026
- Transformation: moving self-hosted LLM inference from FP16 to FP8 or INT4 quantized modelsAI & GenAI · 25 Oct 2026
- Transformation: MySQL from VMs or on-premises to Azure Database for MySQL Flexible ServerDatabases · 25 Oct 2026
- Transformation: MySQL or MariaDB to PostgreSQL with pgloaderDatabases · 25 Oct 2026
- Transformation: MySQL to Aurora MySQL with XtraBackup restore from S3 and binlog replicationDatabases · 25 Oct 2026
- Transformation: NFS file servers to OCI File Storage — design, copy and cutoverOCI · 25 Oct 2026
- Transformation: on-premises Exadata to Exadata Database Service (OCI or Cloud@Customer)OCI · 25 Oct 2026
- Transformation: on-premises Oracle Database to Autonomous Database with Zero Downtime MigrationOCI · 25 Oct 2026
- Transformation: on-premises Oracle to Amazon RDS for Oracle with Data Pump and DMSDatabases · 25 Oct 2026
- Transformation: one shared Databricks workspace to dev/test/prod workspaces with catalog bindingsDatabricks on Azure · 25 Oct 2026
- Transformation: Oracle Database@Azure — running Oracle databases next to Azure appsOCI · 25 Oct 2026
- Transformation: Oracle to PostgreSQL with Ora2Pg, from assessment to cut-overDatabases · 25 Oct 2026
- Transformation: plain Parquet/Hive tables to open table formats (Delta, Iceberg, UniForm)Data Platform · 25 Oct 2026
- Transformation: PostgreSQL major version upgrade with logical replication and minutes of downtimeDatabases · 25 Oct 2026
- Transformation: PostgreSQL on EC2 or on-premises to Aurora PostgreSQLDatabases · 25 Oct 2026
- Transformation: Power BI Premium (P SKU) capacity to Microsoft Fabric (F SKU)Data Platform · 25 Oct 2026
- Transformation: production jobs off all-purpose clusters and onto job compute or serverlessDatabricks on Azure · 25 Oct 2026
- Transformation: putting PgBouncer in front of PostgreSQL to end connection stormsDatabases · 25 Oct 2026
- Transformation: rehost VMware and AWS VMs to OCI Compute with Oracle Cloud MigrationsOCI · 25 Oct 2026
- Transformation: replace Databricks personal access tokens with OAuth and managed identitiesDatabricks on Azure · 25 Oct 2026
- Transformation: reporting marts from Synapse dedicated SQL / Azure SQL to Databricks SQL warehousesDatabricks on Azure · 25 Oct 2026
- Transformation: retire DBFS mounts and DBFS root data — move to Unity Catalog volumes and external locationsDatabricks on Azure · 25 Oct 2026
- Transformation: self-managed Airflow to a managed service (Amazon MWAA, Astronomer, Cloud Composer)Data Platform · 25 Oct 2026
- Transformation: self-managed Kafka to a managed service (MSK, Confluent Cloud or Event Hubs)Data Platform · 25 Oct 2026
- Transformation: self-managed MongoDB to MongoDB Atlas or Azure Cosmos DB for MongoDB (vCore)Databases · 25 Oct 2026
- Transformation: self-managed PostgreSQL to Azure Database for PostgreSQL Flexible ServerDatabases · 25 Oct 2026
- Transformation: self-managed Redis to Azure Managed Redis or Amazon ElastiCacheDatabases · 25 Oct 2026
- Transformation: single-node pandas jobs to PySpark (or pandas API on Spark)Databricks on Azure · 25 Oct 2026
- Transformation: SQL Server Analysis Services (Tabular) to Power BI / Fabric semantic modelsData Platform · 25 Oct 2026
- Transformation: Synapse Spark pools and notebooks to Azure DatabricksDatabricks on Azure · 25 Oct 2026
- Transformation: taking a GenAI proof of concept to production without rebuilding it twiceAI & GenAI · 25 Oct 2026
- Transformation: Teradata or Netezza data warehouse to SnowflakeData Platform · 25 Oct 2026
- Transformation: turning scattered ops runbooks into an on-call knowledge assistantAI & GenAI · 25 Oct 2026
- Transformation: upgrade from the Hive metastore to Unity Catalog with UCXDatabricks on Azure · 25 Oct 2026
- Transformation: upgrading jobs to a new Databricks Runtime LTS without breaking productionDatabricks on Azure · 25 Oct 2026
- Transformation: upgrading MySQL 8.0 to 8.4 LTS before 8.0 support endsDatabases · 25 Oct 2026
- Transformation: upgrading Oracle 19c to 23ai with AutoUpgradeDatabases · 25 Oct 2026
- Transformation: WebLogic domains from VMs to OKE with the WebLogic Kubernetes OperatorOCI · 25 Oct 2026
- Transformation: when and how to move from a hosted LLM API to self-hosted open-weight modelsAI & GenAI · 25 Oct 2026
- Transformation: an AWS cost programme — Compute Optimizer, Savings Plans and clean-upAWS · 24 Oct 2026
- Transformation: an Azure cost programme — rightsizing, reservations, savings plans and clean-upAzure · 24 Oct 2026
- Transformation: bring console-built AWS resources under Terraform or CloudFormationAWS · 24 Oct 2026
- Transformation: bring portal-built Azure resources under Infrastructure as Code (Bicep or Terraform)Azure · 24 Oct 2026
- Transformation: containerise VM-hosted services and run them on Azure Container AppsAzure · 24 Oct 2026
- Transformation: from IAM users in every account to IAM Identity Center and rolesAWS · 24 Oct 2026
- Transformation: from self-managed hub-spoke to Azure Virtual WANAzure · 24 Oct 2026
- Transformation: from the legacy Log Analytics agent to Azure Monitor Agent and data collection rulesAzure · 24 Oct 2026
- Transformation: get off end-of-support Windows Server on Azure VMs (in-place upgrade or rebuild)Azure · 24 Oct 2026
- Transformation: migrate every EBS gp2 volume to gp3 without downtimeAWS · 24 Oct 2026
- Transformation: move a VMware estate to Azure VMware Solution with HCXAzure · 24 Oct 2026
- Transformation: move an EC2-hosted application to containers on ECS FargateAWS · 24 Oct 2026
- Transformation: move Azure PaaS from public endpoints to Private Link without an outageAzure · 24 Oct 2026
- Transformation: move from AD FS federation to Entra ID cloud authenticationAzure · 24 Oct 2026
- Transformation: move IIS and .NET web apps from VMs to Azure App ServiceAzure · 24 Oct 2026
- Transformation: move workloads from x86 to AWS Graviton (Arm) safelyAWS · 24 Oct 2026
- Transformation: on-premises Hadoop to Amazon EMR with an S3 data lakeAWS · 24 Oct 2026
- Transformation: rehost servers to Azure VMs with Azure Migrate (agentless replication)Azure · 24 Oct 2026
- Transformation: rehost VMware and physical servers to AWS with Application Migration Service (MGN)AWS · 24 Oct 2026
- Transformation: remove AWS access keys from CI/CD with OIDC federation (GitHub Actions, GitLab)AWS · 24 Oct 2026
- Transformation: replace client secrets with managed identities and workload identity federationAzure · 24 Oct 2026
- Transformation: replace cron on EC2 with EventBridge Scheduler, Lambda and Step FunctionsAWS · 24 Oct 2026
- Transformation: retire bastion hosts and open SSH/RDP ports with SSM Session ManagerAWS · 24 Oct 2026
- Transformation: retire the 'scheduled task server' — move scripts to Azure Functions, Automation and Logic AppsAzure · 24 Oct 2026
- Transformation: self-managed Kubernetes on EC2 to Amazon EKS with KarpenterAWS · 24 Oct 2026
- Transformation: self-managed PostgreSQL or MySQL on EC2 to Amazon RDS / Aurora with minimal downtimeAWS · 24 Oct 2026
- Transformation: tapes and on-prem backup servers to Azure Backup with immutable vaultsAzure · 24 Oct 2026
- Transformation: upgrade end-of-support Windows Server on EC2 with SSM AutomationAWS · 24 Oct 2026
- Transformation: Windows file servers to Amazon FSx for Windows File Server with DataSyncAWS · 24 Oct 2026
- Transformation: Windows file servers to Azure Files with Azure File SyncAzure · 24 Oct 2026
- After the SQL Server migration: validation, compatibility level and performance tuningDatabases · 23 Oct 2026
- AWS-to-AWS modernisation: SQL Server on EC2 to Amazon RDS for SQL ServerDatabases · 23 Oct 2026
- Azure SQL cost transformation: right-sizing, serverless, elastic pools, reservations and AHBDatabases · 23 Oct 2026
- Azure SQL Database to Hyperscale: when, how and what changesDatabases · 23 Oct 2026
- Azure-to-Azure modernisation: SQL Server on Azure VMs to Azure SQL Managed InstanceDatabases · 23 Oct 2026
- Closing SQL Server feature gaps on Azure SQL: Agent jobs, linked servers, cross-database queries, CLR and moreDatabases · 23 Oct 2026
- Cross-cloud transformation: Amazon RDS for SQL Server to Azure SQL Managed InstanceDatabases · 23 Oct 2026
- Cutting SQL Server costs on AWS: editions, Optimize CPUs, instance choice, consolidation and BabelfishDatabases · 23 Oct 2026
- Databricks migration inventory: export everything you need to know with the CLI, APIs and system tablesData Platform · 23 Oct 2026
- Databricks tenant migration cutover runbook: final sync, switch, validate and decommissionData Platform · 23 Oct 2026
- Databricks tenant-to-tenant migration: strategy, scope and approachData Platform · 23 Oct 2026
- From reporting replicas to Microsoft Fabric: mirroring Azure SQL and SQL Server for analyticsDatabases · 23 Oct 2026
- Hybrid transformation: extend an on-premises Always On AG to Azure, then make Azure primaryDatabases · 23 Oct 2026
- Identity and networking for SQL Server on Azure: from Windows logins to Entra ID, and private connectivityDatabases · 23 Oct 2026
- Identity migration for Databricks between tenants: users, groups, service principals and ownershipData Platform · 23 Oct 2026
- Keeping Windows authentication when SQL Server moves to AWS: RDS and EC2 with AWS Managed Microsoft ADDatabases · 23 Oct 2026
- Lift and shift SQL Server to Amazon EC2: MGN, native backups or an AG replicaDatabases · 23 Oct 2026
- Lift and shift SQL Server to Azure VMs: backup to URL, AG seeding and the SQL IaaS extensionDatabases · 23 Oct 2026
- Migrate SQL Server to Azure SQL Managed Instance with Log Replay Service (LRS)Databases · 23 Oct 2026
- Migrating Databricks workspace objects: notebooks, jobs, pipelines, clusters, SQL objects and ML assetsData Platform · 23 Oct 2026
- Migrating Unity Catalog to a new tenant: metastore, catalogs, storage credentials, external locations and grantsData Platform · 23 Oct 2026
- Minimal-downtime SQL Server migration to AWS with AWS DMS full load + CDCDatabases · 23 Oct 2026
- Move SSIS packages to Azure: Azure-SSIS Integration Runtime in Data FactoryDatabases · 23 Oct 2026
- Moving Delta data between Databricks tenants: storage copy, Delta Sharing or deep cloneData Platform · 23 Oct 2026
- Moving SSIS and SSRS workloads to AWS: options on Amazon RDS for SQL Server and EC2Databases · 23 Oct 2026
- On-premises SQL Server to Amazon RDS with native backup and restore from S3Databases · 23 Oct 2026
- On-premises SQL Server to Azure SQL Database: offline with DMS, online with transactional replicationDatabases · 23 Oct 2026
- On-premises SQL Server to Azure SQL Managed Instance with the Managed Instance linkDatabases · 23 Oct 2026
- Refactor SQL Server to Aurora PostgreSQL with Babelfish: assess, migrate and runDatabases · 23 Oct 2026
- Sizing SQL Server for the cloud: capture a performance baseline and map it to vCores and instance typesDatabases · 23 Oct 2026
- SQL Server cloud transformation strategy: choosing between Azure SQL, RDS, VMs and BabelfishDatabases · 23 Oct 2026
- SQL Server enabled by Azure Arc: inventory, ESUs, governance and migration readiness from one placeDatabases · 23 Oct 2026
- SQL Server estate discovery and assessment before a cloud migrationDatabases · 23 Oct 2026
- SQL Server licensing in the cloud: Azure Hybrid Benefit, license-included and BYOL on AWSDatabases · 23 Oct 2026
- SQL Server migration cutover runbook: minimal downtime, go/no-go and rollbackDatabases · 23 Oct 2026
- Transform an on-premises SQL Server failover cluster to AWS: FCI on EC2 with Amazon FSxDatabases · 23 Oct 2026
- When RDS isn't enough: moving SQL Server to Amazon RDS Custom for SQL ServerDatabases · 23 Oct 2026