# Artie > Artie is managed, real-time data replication. It streams changes from operational databases into warehouses and lakehouses using change data capture, with sub-minute latency and exactly-once delivery. ## Product - [Overview](https://www.artie.com/product) - [Connectors](https://www.artie.com/connectors) - [Pricing](https://www.artie.com/pricing) - [Architecture](https://www.artie.com/docs/concepts/architecture) - [Pipelines](https://www.artie.com/docs/pipelines/overview) - [Backfills](https://www.artie.com/docs/pipelines/backfill) - [Schema evolution](https://www.artie.com/docs/pipelines/tables) - [System columns](https://www.artie.com/docs/pipelines/system-columns) - [Deployment options](https://www.artie.com/docs/connection-options) ## Sources - [PostgreSQL](https://www.artie.com/docs/sources/postgresql) - [MySQL](https://www.artie.com/docs/sources/mysql) - [MongoDB](https://www.artie.com/docs/sources/mongodb) - [Microsoft SQL Server](https://www.artie.com/docs/sources/microsoft-sql-server/overview) - [Oracle](https://www.artie.com/docs/sources/oracle/overview) - [DynamoDB](https://www.artie.com/docs/sources/dynamodb) - [DocumentDB](https://www.artie.com/docs/sources/documentdb) - [CockroachDB](https://www.artie.com/docs/sources/cockroach) - [PlanetScale](https://www.artie.com/docs/sources/planetscale) - [Amazon Keyspaces / Cassandra](https://www.artie.com/docs/sources/cassandra) - [Amazon RDS for PostgreSQL](https://www.artie.com/docs/sources/postgresql/amazon-rds) - [GCP Cloud SQL](https://www.artie.com/docs/sources/postgresql/gcp-cloudsql) - [Supabase](https://www.artie.com/docs/sources/postgresql/supabase) - [Events API](https://www.artie.com/docs/sources/events-api/overview) ## Destinations - [Snowflake](https://www.artie.com/docs/destinations/snowflake) - [BigQuery](https://www.artie.com/docs/destinations/bigquery) - [Redshift](https://www.artie.com/docs/destinations/redshift) - [Databricks](https://www.artie.com/docs/destinations/databricks) - [ClickHouse](https://www.artie.com/docs/destinations/clickhouse) - [MotherDuck](https://www.artie.com/docs/destinations/motherduck) - [Apache Iceberg (REST catalog)](https://www.artie.com/docs/destinations/iceberg/rest_catalog) - [Apache Iceberg (S3 Tables)](https://www.artie.com/docs/destinations/iceberg/s3tables) - [Delta Lake](https://www.artie.com/docs/destinations/delta) - [Amazon S3](https://www.artie.com/docs/destinations/s3) - [Google Cloud Storage](https://www.artie.com/docs/destinations/gcs) - [PostgreSQL](https://www.artie.com/docs/destinations/postgres) - [MySQL](https://www.artie.com/docs/destinations/mysql) - [Microsoft SQL Server](https://www.artie.com/docs/destinations/microsoft-sql-server) ## Documentation - [Quickstart](https://www.artie.com/docs/quickstart) - [Glossary](https://www.artie.com/docs/glossary) - [Monitoring](https://www.artie.com/docs/monitoring/analytics-portal) - [Available metrics](https://www.artie.com/docs/monitoring/available-metrics) - [Custom monitors](https://www.artie.com/docs/monitoring/custom-monitors) - [Schema change alerts](https://www.artie.com/docs/monitoring/schema-changes) - [AWS PrivateLink](https://www.artie.com/docs/connection-options/privatelink) - [SSH tunnel](https://www.artie.com/docs/connection-options/ssh-tunnel) - [Changelog](https://www.artie.com/docs/changelog) - [Full documentation index](https://www.artie.com/docs/llms.txt) - [Full documentation (single file)](https://www.artie.com/docs/llms-full.txt) ## API & MCP - [MCP Server](https://mcp.artie.com/mcp) - [MCP for AI agents](https://www.artie.com/mcp) - [MCP setup](https://www.artie.com/docs/api/mcp) - [Dashboard API](https://www.artie.com/docs/api/overview) - [API reference](https://www.artie.com/docs/api-reference/track-a-single-event) - [OpenAPI spec](https://raw.githubusercontent.com/artie-labs/artie-api-spec/master/openapi.yaml) - [Terraform provider](https://registry.terraform.io/providers/artie-labs/artie/latest/docs) ## Changelog - [All updates](https://www.artie.com/changelog) - [Oracle CDC from an Active Data Guard standby](https://www.artie.com/changelog/oracle-cdc-from-an-active-data-guard-standby) - [Document flattening](https://www.artie.com/changelog/document-flattening) - [Faster PostgreSQL backfills](https://www.artie.com/changelog/faster-postgresql-backfills) - [Improved data-type reliability](https://www.artie.com/changelog/improved-data-type-reliability) - [S3 sources and path mappings](https://www.artie.com/changelog/s3-sources-and-path-mappings) - [Flexible routing for Vitess and MongoDB](https://www.artie.com/changelog/flexible-routing-for-vitess-and-mongodb) - [Control S3 destination column order](https://www.artie.com/changelog/control-s3-destination-column-order) - [Select pipelines in bulk deployments](https://www.artie.com/changelog/select-pipelines-in-bulk-deployments) - [MongoDB range backfills in the Dashboard](https://www.artie.com/changelog/mongodb-range-backfills-in-the-dashboard) - [Easier PrivateLink setup](https://www.artie.com/changelog/easier-privatelink-setup) - [Redshift JSON handling](https://www.artie.com/changelog/redshift-json-handling) - [Settings navigation improvements](https://www.artie.com/changelog/settings-navigation-improvements) - [Activity history for company-wide changes](https://www.artie.com/changelog/activity-history-for-company-wide-changes) - [Source string lengths for new Snowflake columns](https://www.artie.com/changelog/source-string-lengths-for-new-snowflake-columns) - [MCP server accepts OAuth only](https://www.artie.com/changelog/mcp-server-accepts-oauth-only) - [Parallel UUID backfills for PostgreSQL](https://www.artie.com/changelog/parallel-uuid-backfills-for-postgresql) - [PostgreSQL 17 failover replication slots](https://www.artie.com/changelog/postgresql-17-failover-replication-slots) - [Reader lag in Analytics](https://www.artie.com/changelog/reader-lag-in-analytics) - [MSSQL range backfill settings](https://www.artie.com/changelog/mssql-range-backfill-settings) - [Move an expired self-serve trial to Free](https://www.artie.com/changelog/move-an-expired-self-serve-trial-to-free) - [Clearer flush-rule settings](https://www.artie.com/changelog/clearer-flush-rule-settings) - [Collection-scoped MongoDB change streams](https://www.artie.com/changelog/collection-scoped-mongodb-change-streams) - [Postgres replication supports citext](https://www.artie.com/changelog/postgres-replication-supports-citext) - [Automatic schema reconciliation after redeploy](https://www.artie.com/changelog/automatic-schema-reconciliation-after-redeploy) - [Global navigation, searchable with Command-K](https://www.artie.com/changelog/global-navigation-searchable-with-command-k) - [More Contrast, a higher-contrast Dashboard theme](https://www.artie.com/changelog/more-contrast-a-higher-contrast-dashboard-theme) - [Server-side filtering for MongoDB CDC](https://www.artie.com/changelog/server-side-filtering-for-mongodb-cdc) - [MongoDB server details in the Data Catalog](https://www.artie.com/changelog/mongodb-server-details-in-the-data-catalog) - [Create a workspace from the access-request flow](https://www.artie.com/changelog/create-a-workspace-from-the-access-request-flow) - [MongoDB updates with large fields](https://www.artie.com/changelog/mongodb-updates-with-large-fields) - [MongoDB network compression by default](https://www.artie.com/changelog/mongodb-network-compression-by-default) - [Configurable table-change notification schedule](https://www.artie.com/changelog/configurable-table-change-notification-schedule) - [Higher-throughput Snowpipe Streaming](https://www.artie.com/changelog/higher-throughput-snowpipe-streaming) - [MSSQL and Oracle replica ports for backfills](https://www.artie.com/changelog/mssql-and-oracle-replica-ports-for-backfills) - [MongoDB and DocumentDB field controls](https://www.artie.com/changelog/mongodb-and-documentdb-field-controls) - [MySQL binary values](https://www.artie.com/changelog/mysql-binary-values) - [Replication flow controls](https://www.artie.com/changelog/replication-flow-controls) - [Customer-settable PostgreSQL connection idle timeout](https://www.artie.com/changelog/customer-settable-postgresql-connection-idle-timeout) - [MSSQL fan-in controls](https://www.artie.com/changelog/mssql-fan-in-controls) - [Kafka message compression](https://www.artie.com/changelog/kafka-message-compression) - [Self-serve PrivateLink setup and recovery](https://www.artie.com/changelog/self-serve-privatelink-setup-and-recovery) - [Composite PostgreSQL types as text](https://www.artie.com/changelog/composite-postgresql-types-as-text) - [Oracle streaming through Artie Reader](https://www.artie.com/changelog/oracle-streaming-through-artie-reader) - [PlanetScale (MySQL) source connector](https://www.artie.com/changelog/planetscale-mysql-source-connector) - [Backfill-aware pipeline status](https://www.artie.com/changelog/backfill-aware-pipeline-status) - [PostgreSQL destinations for self-serve](https://www.artie.com/changelog/postgresql-destinations-for-self-serve) - [DynamoDB backfill setup in the wizard](https://www.artie.com/changelog/dynamodb-backfill-setup-in-the-wizard) - [Guided pipeline setup wizard](https://www.artie.com/changelog/guided-pipeline-setup-wizard) - [Magic-link login](https://www.artie.com/changelog/magic-link-login) - [MotherDuck multi-step merge](https://www.artie.com/changelog/motherduck-multi-step-merge) - [MySQL schema fan-in across multiple databases](https://www.artie.com/changelog/mysql-schema-fan-in-across-multiple-databases) - [Oracle: index-driven backfills for tables without primary keys](https://www.artie.com/changelog/oracle-index-driven-backfills-for-tables-without-primary-keys) - [MongoDB snapshot retries on network errors](https://www.artie.com/changelog/mongodb-snapshot-retries-on-network-errors) - [Resumable DynamoDB snapshots](https://www.artie.com/changelog/resumable-dynamodb-snapshots) - [Skip backfill per table](https://www.artie.com/changelog/skip-backfill-per-table) - [Webhook failure alerts and dashboard visibility](https://www.artie.com/changelog/webhook-failure-alerts-and-dashboard-visibility) - [Webhooks accessible to all team members](https://www.artie.com/changelog/webhooks-accessible-to-all-team-members) - [Auto-skip primary key constraints when using primaryKeysOverride](https://www.artie.com/changelog/auto-skip-primary-key-constraints-when-using-primarykeysoverride) - [KMS-managed keys for column encryption](https://www.artie.com/changelog/kms-managed-keys-for-column-encryption) - [Oracle: spatial geometry columns now replicated as WKT](https://www.artie.com/changelog/oracle-spatial-geometry-columns-now-replicated-as-wkt) - [Faster Postgres reader (2×+ throughput)](https://www.artie.com/changelog/faster-postgres-reader-2-throughput) - [OpenTofu support](https://www.artie.com/changelog/opentofu-support) - [MySQL parallel backfill (integer primary keys)](https://www.artie.com/changelog/mysql-parallel-backfill-integer-primary-keys) - [Snowflake Turbo Mode (Dynamic Warehouse Scaling)](https://www.artie.com/changelog/snowflake-turbo-mode-dynamic-warehouse-scaling) - [Oracle shadow tables for tables without primary keys](https://www.artie.com/changelog/oracle-shadow-tables-for-tables-without-primary-keys) - [Apache Iceberg is now supported as a destination in Artie](https://www.artie.com/changelog/apache-iceberg-is-now-supported-as-a-destination-in-artie) - [JSON Diff in Pipeline History](https://www.artie.com/changelog/json-diff-in-pipeline-history) - [MySQL Force Timezone (UTC)](https://www.artie.com/changelog/mysql-force-timezone-utc) - [MySQL destination support](https://www.artie.com/changelog/mysql-destination-support) - [Non-UTF8 encoding support](https://www.artie.com/changelog/non-utf8-encoding-support) - [Selective Backfills by Upstream Source](https://www.artie.com/changelog/selective-backfills-by-upstream-source) - [Table-Level Monitoring](https://www.artie.com/changelog/table-level-monitoring) - [Improved Postgres Replication Slot Monitoring](https://www.artie.com/changelog/improved-postgres-replication-slot-monitoring) - [Post-Upgrade Volume Anomaly Detection](https://www.artie.com/changelog/post-upgrade-volume-anomaly-detection) - [BigQuery Bytes Scanned Visibility](https://www.artie.com/changelog/bigquery-bytes-scanned-visibility) - [ClickHouse as a Destination](https://www.artie.com/changelog/clickhouse-as-a-destination) - [CockroachDB as a Source](https://www.artie.com/changelog/cockroachdb-as-a-source) - [Expanded Data Catalog & Database Insights](https://www.artie.com/changelog/expanded-data-catalog-database-insights) - [Iceberg Destinations via Terraform](https://www.artie.com/changelog/iceberg-destinations-via-terraform) - [History Table Backfill](https://www.artie.com/changelog/history-table-backfill) - [Azure Data Plane Support](https://www.artie.com/changelog/azure-data-plane-support) - [Google Cloud Storage as a Destination](https://www.artie.com/changelog/google-cloud-storage-as-a-destination) - [Self-Serve PrivateLinks](https://www.artie.com/changelog/self-serve-privatelinks) - [New Destination: MotherDuck](https://www.artie.com/changelog/new-destination-motherduck) - [Pipeline Change History](https://www.artie.com/changelog/pipeline-change-history) - [Snowflake Transient Staging Tables](https://www.artie.com/changelog/snowflake-transient-staging-tables) - [Skip Backfill for New Tables](https://www.artie.com/changelog/skip-backfill-for-new-tables) - [Cross-Database Table Selection for MySQL](https://www.artie.com/changelog/cross-database-table-selection-for-mysql) - [Per-Table Pause Control](https://www.artie.com/changelog/per-table-pause-control) - [Amazon Keyspaces Role Assumption Support](https://www.artie.com/changelog/amazon-keyspaces-role-assumption-support) - [BigQuery Integer Partition Support](https://www.artie.com/changelog/bigquery-integer-partition-support) - [Consolidated Table Change Notifications](https://www.artie.com/changelog/consolidated-table-change-notifications) - [Soft Partitioning](https://www.artie.com/changelog/soft-partitioning) - [Snowflake External Stage Support](https://www.artie.com/changelog/snowflake-external-stage-support) - [High-Volume Usage Monitor](https://www.artie.com/changelog/high-volume-usage-monitor) - [Improved Pipeline Overview](https://www.artie.com/changelog/improved-pipeline-overview) - [SQL Server Change Tracking](https://www.artie.com/changelog/sql-server-change-tracking) - [Environments](https://www.artie.com/changelog/environments) - [Supporting Amazon Keyspaces (Cassandra) as a Source](https://www.artie.com/changelog/supporting-amazon-keyspaces-cassandra-as-a-source) - [Native PagerDuty Paging](https://www.artie.com/changelog/native-pagerduty-paging) - [Displaying Redshift Views & DDL in Catalog](https://www.artie.com/changelog/displaying-redshift-views-ddl-in-catalog) - [New Data Type Support for Postgres](https://www.artie.com/changelog/new-data-type-support-for-postgres) - [Backfill by Schema for Fanned-In Tables](https://www.artie.com/changelog/backfill-by-schema-for-fanned-in-tables) - [Postgres: Publication Support Via Partition Root](https://www.artie.com/changelog/postgres-publication-support-via-partition-root) - [View Only Role](https://www.artie.com/changelog/view-only-role) - [Displaying Unreadable Schemas in Postgres](https://www.artie.com/changelog/displaying-unreadable-schemas-in-postgres) - [Microsoft Teams Notifications](https://www.artie.com/changelog/microsoft-teams-notifications) - [Schema Exclusion Rules for Postgres Fan-In](https://www.artie.com/changelog/schema-exclusion-rules-for-postgres-fan-in) - [Static Columns](https://www.artie.com/changelog/static-columns) - [Large JSON Support for Redshift](https://www.artie.com/changelog/large-json-support-for-redshift) - [Sub-Second Pipeline Deployment](https://www.artie.com/changelog/sub-second-pipeline-deployment) - [Full Source Table Name Support](https://www.artie.com/changelog/full-source-table-name-support) - [Pending Status for Pipelines](https://www.artie.com/changelog/pending-status-for-pipelines) - [Consolidated Pipeline Change Notifications](https://www.artie.com/changelog/consolidated-pipeline-change-notifications) - [Flush Metrics Now Available in Analytics](https://www.artie.com/changelog/flush-metrics-now-available-in-analytics) - [New Destination: Postgres](https://www.artie.com/changelog/new-destination-postgres) - [Unifying Tables Across Schemas](https://www.artie.com/changelog/unifying-tables-across-schemas) - [Source Metadata Columns](https://www.artie.com/changelog/source-metadata-columns) - [Specifying Snowflake Roles](https://www.artie.com/changelog/specifying-snowflake-roles) - [Improved DDL Support for Cell-Based Architectures](https://www.artie.com/changelog/improved-ddl-support-for-cell-based-architectures) - [Iceberg Support Using S3 Tables](https://www.artie.com/changelog/iceberg-support-using-s3-tables) - [Multi-Data Plane Support](https://www.artie.com/changelog/multi-data-plane-support) - [S3 Iceberg destination (Beta)](https://www.artie.com/changelog/s3-iceberg-destination-beta) - [Self-Serve DynamoDB Backfills](https://www.artie.com/changelog/self-serve-dynamodb-backfills) - [Column Control: Include, Exclude, Hash](https://www.artie.com/changelog/column-control-include-exclude-hash) - [Column Inclusion Rules](https://www.artie.com/changelog/column-inclusion-rules) - [Parallel Segmented Backfills for Postgres](https://www.artie.com/changelog/parallel-segmented-backfills-for-postgres) - [Read Once and Write to Multiple Destinations](https://www.artie.com/changelog/read-once-and-write-to-multiple-destinations) - [Read Once, Write Many](https://www.artie.com/changelog/read-once-write-many) - [Autopilot for New Tables](https://www.artie.com/changelog/autopilot-for-new-tables) - [External Stage Support for Snowflake](https://www.artie.com/changelog/external-stage-support-for-snowflake) - [Data Quality: Rows Affected Checks](https://www.artie.com/changelog/data-quality-rows-affected-checks) - [Backfill Tuning: Picking the Right Batch Size](https://www.artie.com/changelog/backfill-tuning-picking-the-right-batch-size) - [CDC for Tables Without Primary Keys](https://www.artie.com/changelog/cdc-for-tables-without-primary-keys) - [Oracle Fan-in](https://www.artie.com/changelog/oracle-fan-in) ## Comparisons - [Artie vs. AWS DMS](https://www.artie.com/compare/aws-dms) - [Artie vs. AWS DMS (benchmark)](https://www.artie.com/blogs/artie-vs-aws-dms) - [Artie vs. Confluent](https://www.artie.com/compare/confluent) - [Artie vs. Debezium](https://www.artie.com/compare/debezium) - [Artie vs. Fivetran](https://www.artie.com/compare/fivetran) - [Artie vs. Fivetran HVR](https://www.artie.com/compare/fivetran-hvr) ## Customers - [All customer stories](https://www.artie.com/customers) - [Alloy](https://www.artie.com/customer-stories/alloy) - [ClickUp](https://www.artie.com/customer-stories/clickup-ai-ready-data-platform) - [Firecrawl](https://www.artie.com/customer-stories/firecrawl) - [Keep](https://www.artie.com/customer-stories/keep-enables-real-time-data-stack-and-audit-logs) - [momoGood](https://www.artie.com/customer-stories/momogood) - [Papaya](https://www.artie.com/customer-stories/papaya) - [Sleeping Duck](https://www.artie.com/customer-stories/sleeping-duck) - [Substack](https://www.artie.com/customer-stories/substack) - [Vector Solutions](https://www.artie.com/customer-stories/vector-reliable-cdc-iceberg) ## Security & Compliance - [Privacy policy](https://www.artie.com/privacy) - [Legal](https://www.artie.com/docs/account/legal) - [SOC 2 Type II](https://www.artie.com/blogs/artie-is-soc-2-type-ii-compliant) - [HIPAA](https://www.artie.com/blogs/artie-achieves-hipaa-compliance) - [Deployment and data residency](https://www.artie.com/blogs/hybrid-deployment-model) ## Getting Started - [Sign up](https://app.artie.com/signup) - [Book a demo](https://www.artie.com/contact) - [Quickstart](https://www.artie.com/docs/quickstart) - [Free plan](https://www.artie.com/blogs/artie-free-plan-is-live) ## Open Source - [Artie on GitHub](https://github.com/artie-labs) - [Artie CLI](https://github.com/artie-labs/artiecli) - [Terraform provider](https://github.com/artie-labs/terraform-provider-artie) - [API spec](https://github.com/artie-labs/artie-api-spec) - [Ducktape](https://github.com/artie-labs/ducktape) ## Company - [About](https://www.artie.com/about) - [Careers](https://www.artie.com/careers) - [Contact](https://www.artie.com/contact) ## Learn - [The Data Almanac](https://www.artie.com/learn) - [Change Data Capture & Replication](https://www.artie.com/learn/topic/change-data-capture-replication) - [Data Warehousing & Analytics](https://www.artie.com/learn/topic/data-warehousing-analytics) - [Tool Comparisons & Alternatives](https://www.artie.com/learn/topic/tool-comparisons-alternatives) - [Real-time data synchronization](https://www.artie.com/learn/real-time-data-synchronization) - [7 Best Tools for Snowflake Replication in Real Time in 2026](https://www.artie.com/learn/best-tools-for-snowflake-replication-in-real-time) - [Real-Time Data Ingestion: Architecture, Methods & How It Works](https://www.artie.com/learn/real-time-data-ingestion) ## Authors - [Anirudh Sriram](https://www.artie.com/authors/anirudh-sriram) - [Dana Fallon](https://www.artie.com/authors/dana-fallon) - [Jacqueline Cheong](https://www.artie.com/authors/jacqueline-cheong) - [Madison Schott](https://www.artie.com/authors/madison-schott) - [Robin Tang](https://www.artie.com/authors/robin-tang) - [Ryan Choi](https://www.artie.com/authors/ryan-choi) - [William Haw](https://www.artie.com/authors/william-haw) ## Blog - [All posts](https://www.artie.com/blogs) - [How We Built Hermes to Support Our Entire Team](https://www.artie.com/blogs/how-we-built-hermes) - [Artie MCP: Manage Pipelines with Agents](https://www.artie.com/blogs/artie-mcp) - [PostgreSQL 17 Logical Failover Slots: How CDC Survives a Primary Promotion](https://www.artie.com/blogs/postgresql-17-logical-failover-slots-cdc) - [What Is a Real-Time Data Warehouse? Architecture, Benefits & Use Cases](https://www.artie.com/blogs/what-is-a-real-time-data-warehouse) - [8 Best Matillion Alternatives in 2026](https://www.artie.com/blogs/matillion-alternatives) - [Snowflake Schema Evolution: Managing Schema Changes in Production](https://www.artie.com/blogs/snowflake-schema-evolution) - [How Real-Time Data Synchronization Works and Why It Matters in 2026](https://www.artie.com/blogs/real-time-data-synchronization) - [Top 10 Database Replication Solutions in 2026](https://www.artie.com/blogs/best-database-replication-solutions) - [Database Backfill Without Downtime: How Online Backfills Work](https://www.artie.com/blogs/online-database-backfill) - [Your Data in Real Time: Start Replicating with Artie Today](https://www.artie.com/blogs/start-replicating-with-artie-today) - [ClickHouse Integration: A Practical Guide for Data Teams in 2026](https://www.artie.com/blogs/clickhouse-integration-guide) - [Real-Time Analytics: Architecture, Use Cases & What Makes It Hard](https://www.artie.com/blogs/real-time-analytics-architecture-use-cases) - [AI Data Integration: How to Build Real-Time Pipelines for AI Systems](https://www.artie.com/blogs/ai-data-integration) - [Stream DynamoDB to Redshift with CDC](https://www.artie.com/blogs/stream-dynamodb-to-redshift-with-cdc) - [Best 5 Real-time Data Pipeline Platforms for AI Applications](https://www.artie.com/blogs/best-real-time-data-pipeline-platforms-for-ai-applications) - [Best 8 CDC Tools for Cloud Data Warehouse in 2026](https://www.artie.com/blogs/best-cdc-tools-cloud-data-warehouse) - [How to Replicate MySQL to Redshift in Real Time](https://www.artie.com/blogs/replicate-mysql-to-redshift) - [Real Time Data Streaming Architecture: Patterns, Components & Design Principles](https://www.artie.com/blogs/real-time-data-streaming-architecture) - [Best 10 Data Replication Tools for 2026](https://www.artie.com/blogs/best-data-replication-tools) - [Data & Engineering Innovators Spotlight: Ved Prakash, Principal Data Engineer at GitLab](https://www.artie.com/blogs/data-engineering-innovators-spotlight-ved-prakash) - 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