Comparison

dlt vs Mage

On the evidence we track, dlt leads this comparison with a composite score of 66/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Machine formatsJSONMarkdownGraphQLor send Accept: application/json
dlt66
Mage42
Score
Vioscale score
dlt66 / 100low · 49%
Mage42 / 100high · 75%
Pricing
Free tier
dlt
Mage
Price level
dltlow
Magehigh
Starting price
dlt
Mage$100
Transparent
dlt
Mage
Integrations
Count
dlt28
Mage8
Reliability
Status page
dlt
Mage
Adoption
Dependent repos
dlt23
Mage
Github stars
Mage
Activity
Commits last 30d
dlt52
Mage
Release
Cadence days
dlt12
Mage
History
Mage
License
Spdx
Mage
Language
Primary
Mage

Capabilities

Feature-by-feature on the axes that matter for data engineering tools. “-” means undocumented, not absent.

Core
Tool role
dltELT / ingestion
MageOrchestrator
Processing paradigm
dltBatch + streaming
MageBatch + streaming
Connectivity
Connector count
dlt5,000+
Mage12+
CDC / log-based replication
dlt
Mage
Transformation
In-warehouse transformation (push-down)
dlt
Mage
dbt-native orchestration
dlt-
Mage
Deployment
Self-hosted / open-source available
dlt
Mage
Managed cloud available
dlt
Mage
Governance
Data lineage / asset catalog
dlt
Mage
Authoring
Python-first authoring
dlt
Mage
Execution
Incremental / partition-aware runs
dlt
Mage
Quality
Built-in data quality / tests
dlt
Mage
Scale
Horizontal scale (distributed executor)
dlt-
Mage

What each one is

The product in its own terms, so the numbers below have context.

dlt

Leader

A hosted service combining the open-source dlt Python library with managed infrastructure, observability, data quality testing, and team collaboration features for building and running data pipelines.

Independently observed

Mage

A system for constructing data processing pipelines that validates, schedules, and executes them in production environments. Supports both cloud-managed and self-hosted deployment models.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

dlt

Leader
from $0.80/moHybridFree tier14-day trial

From $1,190/month with 500 included credits. Free open-source tier. 14-day free trial with $30 credits.

  • dltFree
    • Apache 2.0 open-source license
    • Code-first ingestion library
    • Reliable ingestion and loading
    • Limited verified OSS connectors
    • AI help and community support
    • +2 more
  • dltHub$1,190/month base + $0.80–$1.00/credit for usage beyond 500 credits/month. 5% discount on annual commitment.
    • Everything in dlt, plus:
    • Managed runtime
    • Hosted Marimo notebooks
    • AI Workbench (Claude Code, Codex, Cursor)
    • Data quality metrics and checks
    • +6 more
  • EnterpriseContact sales
    • Custom credits and volume pricing
    • Enterprise security and governance controls
    • Role-based access control (RBAC) and audit logs
    • SLA and tailored support options
    • Custom onboarding and architecture guidance
as of verify ↗

Mage

from $100/moHybrid

From $100/month + usage for cloud, custom pricing for private deployments

  • Mage Cloud$100/month + usage ($0.50 per cpu-hour, $0.50 per 4GB-hour)
    • Workflow orchestration and scheduling
    • Pipeline monitoring and observability
    • Data validation and quality checks
    • Unlimited users
    • Development environment included
  • Mage ProContact sales
    • Hybrid cloud deployment
    • Private cloud deployment
    • On-premises deployment
    • Full data isolation
    • Custom infrastructure configuration
    • +1 more
as of verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platforms
Web
dlt
Mage
CLI
dlt
Mage
Deployment
Cloud / SaaS
dlt
Mage
Self-hosted
dlt
Mage
On-premise
dlt
Mage
Hybrid
dlt
Mage

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

In common (3)
  • Salesforce
  • BigQuery
  • MySQL

dlt

Leader
28 total - 25 not shared
  • PostgreSQL
  • HubSpot
  • Snowflake
  • Databricks
  • MotherDuck
  • DuckDB
  • SQLite
  • Amazon S3
  • Google Cloud Storage
  • Microsoft Azure
  • SFTP
  • Parquet
  • Apache Delta
  • Apache Iceberg
  • DuckLake
  • Pydantic Logfire
  • Arize
  • Langfuse
  • LangChain
  • OpenAI
  • Apache Airflow
  • Dagster
  • AWS Lambda
  • Marimo
  • +1 more
Independently observed

Mage

13 total - 10 not shared
  • Apache Spark
  • PySpark
  • Kafka
  • Stripe
  • AWS EMR
  • Kubernetes
  • EHR systems
  • Billing platforms
  • Lab systems
  • Clinical systems
Independently observed

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.