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SnowPro Core Certification Syllabus

Snowflake AI Data Cloud Features and Architecture

The largest domain by a wide margin, up from ~25% under COF-C02. Covers core Snowflake architecture plus the AI Data Cloud platform: Cortex AI, Dynamic Tables, and Apache Iceberg.

31%
Weight
31
Questions
31
Marks

Snowflake Architecture

  • Multi-cluster shared data architecture
  • Virtual warehouses: sizing and multi-cluster warehouses
  • Micro-partitions and clustering
  • Storage layer vs compute layer vs cloud services layer separation

AI Data Cloud and Modern Table Formats (New/Expanded)

  • Snowflake Cortex AI: Cortex Functions, Cortex Search, Cortex Analyst, Cortex Agents
  • Snowflake ML overview
  • Dynamic Tables and target lag
  • Apache Iceberg Tables in Snowflake

Account Management and Data Governance

Covers account/role structures, access control, and newer governance and trust tooling.

20%
Weight
20
Questions
20
Marks

Roles and Access Control

  • RBAC: system-defined and custom roles
  • Account Usage and Organization Usage views
  • Resource monitors and cost governance

Governance and Trust Tooling (New/Expanded)

  • Trust Center
  • Data Lineage
  • Tag-based masking and row access policies
  • Data Clean Rooms

Data Loading, Unloading, and Connectivity

Covers batch and streaming data ingestion, unloading, and platform connectivity, including newer streaming and DevOps tooling.

17%
Weight
17
Questions
17
Marks

Loading and Unloading

  • COPY INTO for bulk loading
  • Snowpipe (auto-ingest)
  • Snowpipe Streaming (New/Expanded)
  • External stages vs internal stages
  • File formats: CSV, JSON, Parquet, Avro

Connectivity and DevOps

  • Connectors and drivers (JDBC/ODBC/Python)
  • SnowSQL CLI
  • Git integration for Snowflake objects (New)

Performance Optimization, Querying, and Transformation

Covers query performance, caching, and data transformation, including Dynamic Tables usage for transformation pipelines.

17%
Weight
17
Questions
17
Marks

Performance and Caching

  • Query profile analysis
  • Result caching, metadata caching, and warehouse caching
  • Search optimization service
  • Clustering keys and automatic reclustering

Transformation

  • Streams and Tasks
  • Dynamic Tables for declarative transformation pipelines
  • Semi-structured data querying (VARIANT, FLATTEN)

Data Collaboration

New standalone domain in COF-C03 (was folded into other domains under COF-C02) — covers Snowflake's data sharing and marketplace ecosystem plus Data Clean Rooms for privacy-safe collaboration.

15%
Weight
15
Questions
15
Marks

Sharing and Marketplace

  • Secure Data Sharing: providers and consumers
  • Snowflake Marketplace
  • Data Exchange
  • Reader accounts

Privacy-Safe Collaboration

  • Data Clean Rooms for cross-organization collaboration without raw data exposure

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Hi! I'm your AI Tutor. Let's create a personalized study plan for your SnowPro Core Certification certification.

I need help understanding Snowflake AI Data Cloud Features and Architecture

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Learning Progress

Snowflake AI Data Cloud Features and Architecture 85%
Account Management and Data Governance 92%

Practice Test Scores

95%
Latest Score
Above passing threshold

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