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MURAGE

An AI Chief of Staff and a team that does the work. Free and open source, from Ferrox Labs.

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Data engineering skills

Streaming Architect

Real-time data streaming expertise covering Kafka architecture, stream processing with Flink and Kafka Streams, exactly-once semantics, windowing strategies (tumbling, sliding, session), watermarks, late data handling, schema registry, consumer group management, and production deployment patterns.

Download Murage

Free and open source. macOS, Windows and Ubuntu.

Try it

Add the skill to a bot, then ask your Chief of Staff:

“Use the Streaming Architect skill on this: [describe the job, or paste your notes].”

Real-time streaming is the architecture of processing data as it arrives, rather than in batches. This skill covers the design, implementation, and operation of streaming systems that handle millions of events per second with low latency, high reliability, and exactly-once processing guarantees.

What it covers

  • Kafka Architecture
  • Exactly-Once Semantics
  • Windowing Strategies
  • Watermarks and Late Data
  • Schema Registry
  • Consumer Groups
  • Stream Processing Topology Design
  • Capacity Planning

Skill Guard: clean

Scanned and clear. A bot can use it as soon as you add it.

Subject
Data engineering
Level
intermediate
License
Apache-2.0
data-sciencesqlguide

How to use it.

  1. 1

    Download Murage

    Free for Mac, Windows and Ubuntu.

  2. 2

    Add the skill

    Open Settings → Skills and switch on Streaming Architect for any bot. Or ask your Chief of Staff to pick skills for a job.

  3. 3

    Give it a job

    The bot reads the skill when the job calls for it, and works the way it lays out.

Put this skill to work.

  • ResearchAsk a real question. Get one page with sources.
  • Skill GuardEvery skill is scanned before a bot can use it.

Questions.

What is the Streaming Architect skill?+

Real-time data streaming expertise covering Kafka architecture, stream processing with Flink and Kafka Streams, exactly-once semantics, windowing strategies (tumbling, sliding, session), watermarks, late data handling, schema registry, consumer group management, and production deployment patterns.

How much does it cost?+

Nothing. It ships with Murage, which is free and open source. Your bots run on the AI plan you already have.

Can I change it?+

Yes. Open it in Settings → Skills to read, edit or duplicate it. Skill Guard scans it again after every edit.

More data engineering skills.

  • Streaming Data EngineerHands-on streaming data engineering covering Apache Kafka producer/consumer tuning, Flink stateful stream processing and Spark Structured Streaming.
  • Analytics EngineerAnalytics engineering expertise covering dbt best practices, metrics layer design, semantic modeling, dashboard design principles and KPI definition.
  • CSV TransformerExpert data format transformation covering CSV parsing edge cases, encoding detection, JSON/XML/Parquet/Avro conversion and data type inference.
  • Data Catalog BuilderData catalog and metadata management covering catalog architecture, DataHub and Amundsen setup, automated metadata ingestion and data lineage tracking.
  • Data Contract DesignerExpertise in designing and enforcing data contracts including schema definitions, API-first data interfaces and versioning strategies.
  • Data Lakehouse ArchitectArchitecture expertise for data lakehouse platforms covering Delta Lake, Apache Iceberg, Apache Hudi and medallion architecture design.

All data engineering skills

Give your first job to Murage.

Download the free app, connect the AI you already pay for, and tell your Chief of Staff what needs doing. Plan on about ten minutes from install to a working team.

Free · Download Murage

No account needed · Runs on the AI plan you already pay for