Migration library

Migration paths

Find platform-specific migration guidance for BigQuery, Snowflake, and the workload patterns that decide cutover success.

Book Assessment View resources

Target platform

BigQuery migration

Migrate to BigQuery with predictable SQL/workload conversion, validation signals, and rollback-ready cutover. Get an assessment plan tailored to your SLAs

Target platform

Snowflake migration

Plan, convert, validate, and cut over with evidence—not guesswork

Migration paths

Source-to-target playbooks

Each path keeps the original URL structure and links to workload-specific child pages where available.

BigQuery

Databricks to BigQuery

5 workloads

Databricks to BigQuery Migration

Plan and validate a Databricks to BigQuery migration with SmartMigrate's conversion, reconciliation, and cutover controls.

Hadoop Legacy Cluster to BigQuery

5 workloads

Hadoop Legacy Cluster to BigQuery Migration

Plan and validate a Hadoop Legacy Cluster to BigQuery migration with SmartMigrate's conversion, reconciliation, and cutover controls.

Hive to BigQuery

5 workloads

Hive to BigQuery Migration

Plan and validate a Hive to BigQuery migration with SmartMigrate's conversion, reconciliation, and cutover controls.

Impala to BigQuery

5 workloads

Impala to BigQuery Migration

Move Impala workloads (Hive-compatible SQL, Parquet/ORC tables, partitioned datasets, and UDF-dependent queries) to BigQuery with predictable conversion and verified parity. We prioritize data type mapping, semantic correctness, and validation and reconciliation so cutover decisions are backed by evidence—not assumptions.

Netezza to BigQuery

5 workloads

Netezza to BigQuery Migration

Plan and validate a Netezza to BigQuery migration with SmartMigrate's conversion, reconciliation, and cutover controls.

Oracle to BigQuery

5 workloads

Oracle to BigQuery Migration

Move Oracle DW/OLAP workloads (schemas, PL/SQL, ETL jobs, and BI-dependent SQL) to BigQuery with predictable conversion and verified parity. SmartMigrate makes semantic and performance differences explicit, produces reconciliation evidence you can sign off on, and gates cutover with rollback-ready criteria—so production outcomes are backed by proof, not optimism

Redshift to BigQuery

5 workloads

Redshift to BigQuery Migration

Move Redshift workloads (SQL, Spectrum/external tables, WLM-managed concurrency, stored procedures, and BI semantics) to BigQuery with predictable conversion and verified parity. SmartMigrate makes semantic and performance differences explicit, produces reconciliation evidence you can sign off on, and gates cutover with rollback-ready criteria—so production outcomes are backed by proof, not assumptions.

Snowflake to BigQuery

5 workloads

Snowflake to BigQuery Migration

Move Snowflake workloads (SQL, VARIANT/JSON, Streams/Tasks, stored procedures, masking policies, and BI semantics) to BigQuery with predictable conversion and verified parity. SmartMigrate makes semantic differences explicit, produces reconciliation evidence you can sign off on, and gates cutover with rollback-ready criteria—so you don’t discover “almost correct” in production

Spark SQL to BigQuery

5 workloads

Spark SQL to BigQuery Migration

Plan and validate a Spark SQL to BigQuery migration with SmartMigrate's conversion, reconciliation, and cutover controls.

Teradata to BigQuery

5 workloads

Teradata to BigQuery Migration

Move Teradata workloads (SQL/BTEQ scripts, macros, stored procedures, volatile tables, and WLM-shaped concurrency) to BigQuery with predictable conversion and verified parity. SmartMigrate makes semantic and performance differences explicit, produces reconciliation evidence you can sign off on, and gates cutover with rollback-ready criteria—so production outcomes are backed by proof, not optimism.

Vertica to BigQuery

4 workloads

Vertica to BigQuery Migration

Plan and validate a Vertica to BigQuery migration with SmartMigrate's conversion, reconciliation, and cutover controls.

Snowflake

Databricks to Snowflake

5 workloads

Databricks to Snowflake Migration

Move Databricks workloads (Spark SQL, notebooks, Delta Lake tables, jobs, and streaming pipelines) to Snowflake with predictable conversion and verified parity. SmartMigrate makes semantic and operational differences explicit, produces reconciliation evidence you can sign off on, and gates cutover with rollback-ready criteria—so production outcomes are backed by proof, not optimism.

Impala to Snowflake

5 workloads

Impala to Snowflake Migration

Move Impala workloads (SQL, Hive Metastore-backed tables, partitioned Parquet/ORC, UDFs, and orchestrated ETL/ELT) to Snowflake with predictable conversion and verified parity. SmartMigrate makes semantic and performance differences explicit, produces reconciliation evidence you can sign off on, and gates cutover with rollback-ready criteria—so production outcomes are backed by proof, not optimism.

Redshift to Snowflake

5 workloads

Redshift to Snowflake Migration

Move Redshift workloads (SQL, views, UDFs, stored procedures, Spectrum/external tables, and WLM-driven concurrency) to Snowflake with predictable conversion and verified parity. SmartMigrate makes semantic and performance differences explicit, produces reconciliation evidence you can sign off on, and gates cutover with rollback-ready criteria—so production outcomes are backed by proof, not optimism.

Teradata to Snowflake

4 workloads

Teradata to Snowflake Migration

Move Teradata workloads (SQL/BTEQ scripts, macros, stored procedures, volatile tables, and WLM-shaped concurrency) to Snowflake with predictable conversion and verified parity. SmartMigrate makes semantic and performance differences explicit, produces reconciliation evidence you can sign off on, and gates cutover with rollback-ready criteria—so production outcomes are backed by proof, not optimism.