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Replication route

MongoDB to Hive
real-time replication

TwinCommit replicates MongoDB to Apache Hive in real time by reading the MongoDB transaction log and applying every committed change exactly once and in commit order. Use it to feed Hive with live MongoDB data for analytics, AI and reporting, with no triggers or capture tables on the source.

MongoDB

log reader

commit-ordered · exactly-once

Hive

native writer

How capture works on MongoDB

TwinCommit opens change streams on replica sets and sharded clusters, persists resume tokens with the checkpoint, and keeps multi-document transactions intact.

Prerequisites

  • ✓Replica set or sharded cluster (change streams need an oplog)
  • ✓changeStream and find privileges on watched databases
  • ✓Pre- and post-images enabled for full before/after values (optional)
MongoDB source docs →

How apply works on Hive

Changes are written as ORC delta files and committed with Hive ACID MERGE, or as Iceberg snapshots through the Hive Metastore, depending on table format.

Requirements

  • ✓Transactional (ACID) tables or Iceberg tables
  • ✓HiveServer2 JDBC endpoint
  • ✓Write access to the warehouse location
Hive target docs →

Setup

Set up MongoDB → Hive in four steps

  1. 1

    Prepare MongoDB

    Run twincommit check. It verifies replica set or sharded cluster (change streams need an oplog) and the other prerequisites, and prints the exact fix for anything missing.

  2. 2

    Point at Hive

    Add a target block for Hive. TwinCommit can generate target DDL with twincommit ddl -apply.

  3. 3

    Snapshot

    twincommit snapshot copies each table under a brief share lock and records the exact log position.

  4. 4

    Stream

    twincommit run streams every committed change from that position, exactly once and in commit order.

pipelines/mongodb-to-apache-hive.yaml
source:
  type: mongodb
  uri: ${MONGODB_URI}

target:
  type: hive
  jdbc_url: jdbc:hive2://hs2.internal:10000/default
  table_format: iceberg

tables:
  - source: sales.orders
  - source: sales.customers

MongoDB to Hive replication FAQ

How does TwinCommit replicate MongoDB to Hive?

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TwinCommit reads changes from the MongoDB transaction log, buffers them per transaction, and applies each committed transaction to Hive in commit order. Changes are written as ORC delta files and committed with Hive ACID MERGE, or as Iceberg snapshots through the Hive Metastore, depending on table format.

Does MongoDB to Hive replication need triggers or capture tables?

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No. TwinCommit reads the MongoDB log directly and creates no objects in the source database.

Is MongoDB to Hive replication exactly-once?

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Yes. TwinCommit commits its checkpoint in the same Hive transaction as the data, so a crash or restart never loses or duplicates a transaction.

What MongoDB versions are supported?

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MongoDB 5.0–8.x · MongoDB Atlas · replica sets and sharded clusters.

Stream MongoDB to Hive today.

Download the free Developer edition, or have one of our replication engineers walk you through a migration plan.