For teams weighing a dlt alternative: a Python library you run yourself against a managed platform, row by row, checked against dltHub's own pricing and docs.
4.8 on G2Checked October 10, 2026 against dlt (Data Load Tool)'s own docsSummarize withChatGPTClaudePerplexity
dlt (Data Load Tool)
Maintained connectors
29 verified
Managed, from
$12,000/mo
Reverse ETL
Code it
Weld
Maintained connectors
300+
Managed, from
$99/mo
Reverse ETL
Built in
An animation of the migration. Your apps and databases sync through dlt (Data Load Tool) while Weld's team maps every connector, then both run in parallel into your warehouse until the row counts match, and finally dlt (Data Load Tool) is switched off while Weld keeps syncing and orchestrates the dbt run after each sync.
dlt (Data Load Tool) is an open-source Python library, free under Apache 2.0, that you write pipelines with and run on your own infrastructure and orchestrator. Its company, dltHub, sells a managed runtime on top from $12,000 a month. Weld is a managed platform with 300+ connectors maintained in house, plus transformations, orchestration, lineage and reverse ETL, on flat tiers from $99 a month.
Choose dlt (Data Load Tool) if
Your team writes Python, wants full control of every pipeline in code, and already runs the servers and orchestrator to host them.
Free and open source under Apache 2.0
Code-first: every pipeline is Python you control and version
Runs anywhere Python runs, from GitHub Actions to Airflow and Dagster
25 destinations, including DuckDB, Iceberg and vector databases
Choose Weld if
You want pipelines without code to write and maintain, with transformations, orchestration and reverse ETL in one managed product and one bill.
No pipeline code to write, host or patch
300+ connectors maintained by Weld, against 29 verified dlt sources
Reverse ETL to Salesforce, HubSpot and Klaviyo included
A managed platform from $99 a month, against $12,000 for dltHub
What Weld replaces
5 tools to run. Or one platform.
To cover what Weld does, a team running dlt (Data Load Tool) adds these tools, each set up and monitored on its own.
dlt (Data Load Tool)
Ingestion
Separate tool
+
A
Airflow or Dagster
Orchestration and scheduling
Separate tool
+
d
dbt
Transformations
Separate tool
+
A
A reverse ETL tool
Activation to CRMs and ad platforms
Separate tool
+
Y
Your own cloud compute
Runs the pipelines
Separate tool
→↓
Weld
One product, one bill, from $99 a month
Ingestion
Transformations
Orchestration
Reverse ETL
Data lineage
AI agent and MCP server
Comparison
dlt (Data Load Tool) vs Weld. Where each one wins.
Feature and pricing comparison between Weld and dlt (Data Load Tool)
Capability
Weld
dlt (Data Load Tool)
Software price
From $99 a month
Free, Apache 2.0 licence
What else you pay for
Nothing to host: Weld runs the pipelines
Your own compute, orchestrator and the engineering time to build and maintain pipelines
Managed versiondltHub includes 5,000 credits a month; one credit is one hour of runtime
Managed cloud, from $99 a month
dltHub, $12,000 a month on a 12-month minimum
Deployment
Managed cloud
Anywhere Python runs: your servers, GitHub Actions, Airflow, Dagster, serverless; or dltHub
How you build pipelines
In the web app, no code required
In Python, with a CLI; a web UI and dashboard come with dltHub
Connectorsdlt's REST API, SQL database and filesystem sources are generic: you configure endpoints, auth and pagination in code
300+, built and maintained in house
29 verified sources, plus generic REST API, SQL database and filesystem sources
Custom sources
Included, to any API
Included, any API in Python or the declarative REST API source
Replication
Incremental and full refresh on every plan; log-based CDC and history tables from Business
Incremental and full refresh with schema evolution; a Postgres replication source, wider CDC on paid dltHub
SQL transformations
Included, plus dbt Core and dbt Cloud
Runs dbt packages with its dbt runner and triggers dbt Cloud jobs; no SQL editor in the library
Orchestration
Included, runs dbt, Cube and SQLMesh, and Coalesce via webhooks
Bring your own: guides for Airflow, Dagster, Prefect and Kestra; triggers on dltHub
Reverse ETL
Included, to Salesforce, HubSpot, Klaviyo and more
Write your own push function as a custom destination; no prebuilt activation connectors
AI agent and MCP server
Native AI agent (Ed); MCP server from Premium
AI harness with an MCP server for Claude Code, Cursor and Codex, on paid dltHub
dlt is an open-source Python library: you write each pipeline in code and run it on your own infrastructure, scheduled by an orchestrator you operate. Weld is a managed platform where you set up connectors in a web app, and transformations, orchestration, lineage and reverse ETL are part of the same product. dlt gives you full control of the code; Weld takes the code and the hosting off your hands.
The library is free, so the software itself costs less than any Weld plan. You pay instead for the compute that runs your pipelines, the orchestrator that schedules them, and the engineering time to build, monitor and fix them, which depends on your team and is not something dltHub prices. If you want dlt managed for you, dltHub costs $12,000 a month on a 12-month minimum, against Weld plans from $99 a month.
Yes. dlt is licensed under Apache 2.0, free for commercial use, with unlimited pipelines that you manage yourself. The paid dltHub platform adds a managed runtime, observability, data quality checks and AI tooling, and starts with a 14-day trial with $30 in credits. Weld has no free plan; every plan starts with a 14-day free trial.
Yes, that is the default. dlt is a pip-installable library that runs anywhere Python runs, and dltHub publishes guides for GitHub Actions, Airflow on Cloud Composer, Dagster, Prefect, Kestra, Modal and Google Cloud Run. Weld runs as a managed cloud service only.
Only as code you write. dlt's custom destination calls a Python function with each batch of data, and you write the logic that pushes it to an API such as a CRM. There are no prebuilt activation connectors. Weld includes reverse ETL to tools such as Salesforce, HubSpot and Klaviyo in the same product.
Yes. dlt's dbt runner runs a dbt package in a virtual environment it creates, passing dlt's credentials along, and a dbt Cloud client can trigger dbt Cloud jobs. You still schedule the whole run yourself. Weld has SQL transformations built in, runs dbt Core and dbt Cloud projects, and orchestrates them with your syncs.
Yes. Weld's team helps you plan and run the migration, and your pipelines are recreated as Weld connectors. A source you built yourself in dlt can be rebuilt as a Weld custom connector against the same API.
Teams replacing dlt most often compare it with Weld, Airbyte, Meltano, Fivetran and Stitch. Weld fits teams that want ingestion, transformations, orchestration and reverse ETL in one product on a flat monthly tier; each of the others has its own comparison against Weld, linked on this page.
Next steps
Moving off dlt?
Our team helps you plan and run the migration and recreates your pipelines as Weld connectors, so there is no pipeline code left to host or maintain. Transformations, orchestration and reverse ETL come in the same product. Start with a 14-day free trial.