Snowflake Reliability Patterns
Implement Snowflake reliability patterns: replication, failover, Time
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Implement Snowflake reliability patterns: replication, failover, Time
Designs and optimizes One Big Table (OBT) patterns
Generates Slowly Changing Dimension implementations across platforms
Complete methodology for designing, building, operating, and
Build a data pipeline — ETL/ELT with extraction, transformation, loading, error handling, and scheduling. Use when asked to "build ETL", "data pipeline", "move data from X to Y", or "sync data".
Reference architecture for Clari revenue intelligence integrations.
Configure NLWeb LLM and embedding providers — OpenAI, Azure OpenAI (default), Anthropic, Google Gemini, DeepSeek on Azure, Llama on Azure, HuggingFace, Inception Labs, Snowflake Cortex, Ollama, Pi Labs. Covers `config_llm.yaml` high/low tier model selection, the ModelRouter cost/quality routing l...
Analyzes and optimizes costs for cloud data platforms
Selects and configures optimal incremental model strategies
Salesforce Data Cloud integration patterns and architecture (2025). PROACTIVELY activate for: (1) Data Cloud setup and ingestion, (2) Data Streams (cloud, mobile, web SDK, ingestion API), (3) data model objects (DMO) and source objects (DSO), (4) identity resolution and unified profiles, (5) calc...
Analytics reconnaissance for takeover — find all analytics tools, inventory what's tracked and dashboarded, assess data freshness and metric definitions, and present a coverage map. Use when asked "what analytics exist", "BI assessment", or "what do we track".
Snowflake integration. Manage data, records, and automate workflows. Use when the user wants to interact with Snowflake data.
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