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NATIS Community

Connect, collaborate, and get expert help from 42,000+ data practitioners, engineers, and architects building on NATIS worldwide.

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Getting Started

Introductions, onboarding questions, and beginner discussions

3,420 posts 12,100 members

Data Engineering

Pipelines, Spark, Delta Lake, ingestion, and transformation

8,760 posts 9,400 members

AI & Machine Learning

MLflow, model training, inference, GenAI, and LLM apps

5,230 posts 7,200 members

Governance & Security

Unity Catalog, RBAC, masking, compliance, and audit

2,890 posts 5,600 members

Architecture & Design

Platform design, best practices, and reference architectures

4,150 posts 6,300 members

Certifications

Exam prep, study groups, and certification questions

1,980 posts 8,800 members

Recent Discussions

Latest from the community

Solved Data Engineering

Best pattern for CDC ingestion from Oracle to NATIS?

{{ $thread['author'] }} · 2h ago 14 38
Solved AI & Machine Learning

MLflow tracking server high availability setup guide

{{ $thread['author'] }} · 4h ago 9 51
Governance & Security

How to implement row-level security in Unity Catalog?

{{ $thread['author'] }} · 6h ago 22 64
Solved Architecture & Design

Cost optimization tips for large Spark workloads

{{ $thread['author'] }} · 1d ago 31 88
Solved Getting Started

Connecting Power BI to NATIS Semantic Layer — step by step

{{ $thread['author'] }} · 1d ago 7 29
Certifications

NDE-A exam experience — what to expect

{{ $thread['author'] }} · 2d ago 18 72