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    Home»Machine Learning»Migrating from Snowflake to Databricks Lakehouse: A Complete Guide with Lakebridge | by THE BRICK LEARNING | Jun, 2025
    Machine Learning

    Migrating from Snowflake to Databricks Lakehouse: A Complete Guide with Lakebridge | by THE BRICK LEARNING | Jun, 2025

    Team_AIBS NewsBy Team_AIBS NewsJune 16, 2025No Comments1 Min Read
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    As extra enterprises look to consolidate their knowledge platforms onto open, cost-efficient, and AI-native architectures, migrating from Snowflake to Databricks Lakehouse has turn into a strategic crucial. With Lakebridge, Databricks affords a seamless and automatic option to replatform Snowflake workloads to Delta Lake, leveraging Spark-native efficiency, Unity Catalog governance, and Lakehouse-native ML and streaming capabilities.

    This text offers a complete, step-by-step clarification of how one can migrate from Snowflake to the Databricks Lakehouse utilizing Lakebridge. All key instructions, transformation logic, examples, and greatest practices are included.

    Whereas Snowflake offers a robust cloud knowledge warehouse, organizations typically transfer to Databricks for:

    Unified platform for BI, ML, and streaming

    Open knowledge codecs (Parquet, Delta) for price effectivity

    No vendor lock-in

    Decrease TCO and higher concurrency with Photon engine

    Built-in governance through Unity Catalog



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