Comparison

dlt vs Mage

On the evidence we track, dlt leads this comparison with a composite score of 65/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.
★dlt65
Mage59
Score
vioscaleAI score
dlt65 / 100low · 46%
Mage59 / 100medium · 74%
Pricing
Free tier
dlt✓
Mage✗
Model
Price level
dlthigh
Magemid
Starting price
Mage$29
Transparent
dlt✓
Mage✓
Integrations
Count
Mage5
Reliability
Status page
dlt✓
Mage✓
Adoption
Dependent repos
dlt23
Mage–
Github stars
Mage–
Activity
Commits last 30d
dlt36
Mage–
Release
Cadence days
dlt12
Mage–
History
Mage–
License
Spdx
Mage–
Language
Primary
Mage–
Content
Faq

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 managed platform that enables teams to build, deploy, and monitor data pipelines with AI assistance, built on the open-source dlt library. It provides runtime management, observability, data quality monitoring, and team collaboration features for moving data from any source to any destination.

Independently observed

Mage

A platform combining AI orchestration, data validation, and automated issue resolution to manage and optimize production data workflows.

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 $12000/moHybridFree tier14-day trial

Free open-source tier. Hub plan from $12,000/month with 5,000 included credits. Tiered overage pricing. 14-day free trial.

  • dltFree
    • Open source ingestion library
    • Reliable ingestion and loading
    • Limited verified OSS connectors
    • AI help and community support
  • Hub$12,000/month with 5,000 credits included. Tiered overage pricing: $1.00–$0.80 per credit depending on volume.
    • Everything in dlt
    • AI Harness (Claude Code, Codex, Cursor)
    • Managed runtime for ingestion
    • Transformations & Data apps
    • Data quality metrics & checks
    • +18 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 $29/moSubscription7-day trial

From $29/month (Starter). Free 7-day trial, no credit card required.

  • Starter$29/month + $0.50 per CPU-hour. Includes 50 AI credits/month.
    • Managed orchestration
    • Alerts
    • Monitoring
  • Team$100/month. Includes 250 shared AI credits/month.
    • Advanced controls
    • Lineage
    • Deployment workflows
  • EnterpriseContact sales
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 (4)
  • Salesforce
  • BigQuery
  • MySQL
  • Slack

dlt

Leader
46 total - 42 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
  • +18 more
Independently observed

Mage

15 total - 11 not shared
  • Apache Spark
  • PySpark
  • Kafka
  • Stripe
  • AWS EMR
  • Kubernetes
  • EHR systems
  • Billing platforms
  • Lab systems
  • Clinical systems
  • dbt
Independently observed
Still deciding?

dlt or Mage: which one depends on you

A composite score cannot know your constraints. Describe them and both get re-weighted against what you actually need, with the evidence behind every position.

Free to run, no account needed to start. How the evaluation works

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