#Cloud.
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Apache Hive
A practical Apache Hive guide covering HiveQL, the Metastore, batch ETL, partitions, ORC, operational costs, governance, and when an interactive or managed alternative is a better fit.
Alibaba Cloud AI
Alibaba Cloud AI combines Platform for AI for machine learning with Model Studio for generative applications, model evaluation, training, and deployment. The right starting point depends on use case, region, data path, and operating budget.
Amazon Aurora
Amazon Aurora is a managed relational database service for scalable applications with an emphasis on availability and AWS integration.
Amazon DynamoDB
Amazon DynamoDB is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Amazon EMR
Managed AWS platform for large Spark, Hadoop and analytics jobs across EC2 clusters, Serverless and EKS.
Amazon MSK
Amazon MSK operates Apache Kafka infrastructure as an AWS service while topics, schemas, consumers, and data contracts remain team responsibilities.
Amazon OpenSearch
Managed AWS service for full-text search, log and security analytics, observability, and vector or hybrid retrieval.
Amazon SageMaker Autopilot
AWS service for automated machine-learning experiments: inspect data, compare model candidates, review reports, and deploy predictions in real time or batches.
Amazon Simple Notification Service (SNS)
Amazon Simple Notification Service (SNS) is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Apigee (Google Cloud)
Apigee manages APIs through policies, access, quotas, analytics, and developer onboarding while business logic should remain in its owning services.
AWS AppSync
Short description coming soon.
AWS Bedrock
AWS Bedrock provides managed access to generative models and AI application components with AWS permissions and controlled evaluation.
AWS Cloud9
AWS Cloud9 is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
AWS Kinesis
AWS Kinesis is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
AWS Lambda
Short description coming soon.
Azure Functions
Short description coming soon.
Azure Stream Analytics
Azure Stream Analytics is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
ClickHouse Cloud
ClickHouse Cloud is a managed service for fast SQL analytics on large and continuously arriving datasets, not a general-purpose transactional database.
Cloudera Data Platform
Cloudera Data Platform is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
CockroachDB
A distributed SQL database for transactional applications that must stay available across regions, with deliberate choices about data placement, retries, cost, and operations.
Couchbase
Couchbase combines JSON documents, key-value access, SQL++, search, and optional mobile synchronization for distributed applications.
Dremio
Dremio is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Espresso
Espresso is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Firebase Realtime Database
Firebase Realtime Database is a managed JSON datastore for apps that need to synchronize state, lists, or presence information with low latency across connected clients.
Google Bigtable
A managed key-value store for very large datasets and low latency, where the value depends on a deliberate row-key design and cost model.
Google Cloud Firestore
A document-oriented NoSQL database for web, mobile, and server apps with realtime listeners, offline support, and clear boundaries around queries and cost control.
Google Cloud Functions
Serverless functions for HTTP and event-driven backends, with deliberate choices required for builds, IAM, events, and the underlying Cloud Run operation.
Google Cloud Pub/Sub
Google Cloud Pub/Sub is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Google Cloud Spanner
A managed distributed relational database for transactional systems that need global availability, deliberate data placement, and disciplined cost and operations design.
Google Cloud Translation
Google Cloud Translation is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Google Document AI
Google Document AI combines OCR, specialized document processors, and structured extraction for teams processing document data in Google Cloud workflows.
Google Vertex AI
Google Vertex AI is Google's managed ML and generative-AI platform, with core functions moving to Gemini Enterprise Agent Platform in 2026; cloud operations and costs remain part of the decision.
IBM API Connect
Short description coming soon.
Microsoft Azure API Management
Microsoft Azure API Management is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Microsoft Azure Cognitive Search
Microsoft Azure Cognitive Search is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Microsoft Azure Data Factory
Microsoft Azure Data Factory is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Microsoft Azure Event Hubs
Microsoft Azure Event Hubs is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Microsoft Azure Face API
Microsoft Azure Face API is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Microsoft Azure HDInsight
Microsoft Azure HDInsight is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Microsoft Azure Notification Hubs
Microsoft Azure Notification Hubs is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Microsoft Azure Service Bus
Microsoft Azure Service Bus is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
MongoDB
MongoDB is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
NATS
NATS is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Redis
Redis is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Redpanda
Redpanda is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Snowflake
Snowflake is a managed data platform for warehousing, analytics, and data sharing with separated resources and governed access models.
Snowflake Snowpipe
Snowflake Snowpipe is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Teradata Vantage
Teradata Vantage is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
TIBCO Cloud Integration
Short description coming soon.
Valohai
Valohai is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.