#Streaming.
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Amazon MSK
Amazon MSK operates Apache Kafka infrastructure as an AWS service while topics, schemas, consumers, and data contracts remain team responsibilities.
Apache Beam
Apache Beam provides one programming model for batch and streaming pipelines that can run across different execution engines.
Apache Kafka
Apache Kafka is an open-source event-streaming platform that connects producers, consumers, and data pipelines through durable topics.
Apache Spark Structured Streaming
A practical guide to Spark Structured Streaming: DataFrames, micro-batches, watermarks, checkpoints, sinks, cost, and operational limits.
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.
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.
Google Cloud Dataflow
Managed Google Cloud service for running Apache Beam pipelines across batch and streaming data, with operational costs and governance left to the team.
OBS Studio
OBS Studio is a video and production tool for open-source streaming and screen recording for live productions, tutorials, and events.
Redpanda
Redpanda is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Samza
Samza is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
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.
Streamlabs
Short description coming soon.
Wave.video
Wave.video is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.