Apache Kafka vs Meltano: Which Should You Choose in 2026?
Choosing between Apache Kafka and Meltano comes down to understanding what each tool does best. This comparison breaks down the key differences so you can make an informed decision based on your specific needs, not marketing claims.
Short on time? Here's the quick answer
We've tested both tools. Here's who should pick what:
Apache Kafka
Distributed event streaming platform
Best for you if:
- • You want the higher-rated option (8.9/10 vs 8.4/10)
- • Distributed event streaming platform
- • Handle millions of events per second
Meltano
Open-source data integration platform
Best for you if:
- • Meltano is an open-source platform for running Singer ELT pipelines
- • It orchestrates data extraction and loading with version-controlled configs
| At a Glance |  Meltano | |
|---|---|---|
Price | Free | Free |
Best For | ETL & Data Pipelines | ETL & Data Pipelines |
Rating | 89/100 | 84/100 |
| Feature | Apache Kafka | Meltano |
|---|---|---|
| Pricing Model | Free | Free |
| Editorial Score | 89 | 84 |
| Community Rating | No ratings yet | No ratings yet |
| Total Reviews | 0 | 0 |
| Community Upvotes | 142 | 0 |
| Categories | ETL & Data PipelinesLog Management | ETL & Data PipelinesData Warehouses |
Understanding the Differences
Both Apache Kafka and Meltano solve similar problems, but they approach them differently.Apache Kafka positions itself as "distributed event streaming platform" while Meltanofocuses on "open-source data integration platform". These differences matter depending on what you're trying to accomplish.
When to Choose Apache Kafka
Apache Kafka makes sense if you're looking for a completely free solution. With a score of 89/100, it's our top pick in this comparison.
When to Choose Meltano
Meltano is worth considering if you need a free tool.
Who Should Use What?
Bootstrapped or small team?
When every dollar counts, Apache Kafka lets you get started without pulling out your credit card.
We'd pick: Apache Kafka
Growing fast?
Your team doubled last quarter and you need tools that won't break when you add 50 more people. Apache Kafka handles scale better in our testing.
We'd pick: Apache Kafka
Enterprise with complex needs?
You need SSO, compliance certifications, and a support team that picks up the phone. Both have enterprise tiers—compare their security features.
We'd pick: Apache Kafka
Still not sure? Answer these 3 questions
How much can you spend?
Nothing at all? Apache Kafka is completely free.
Do you care what other users think?
Both have similar review counts. Read a few before you commit.
Expert opinion or crowd wisdom?
Our team rated Apache Kafka higher (89/100). But the community has upvoted Apache Kafka more (142 votes). Pick your source of truth.
Key Takeaways
What Apache Kafka Does Better
- Higher overall score (89/100)
- More community upvotes
- Our recommendation for most use cases
Consider Meltano If
- You need a completely free solution
- Its specific features better match your workflow
- You prefer its interface or design approach
The Bottom Line
If we had to pick one, we'd go with Apache Kafka (89/100). But the honest answer is that "better" depends on your situation. Apache Kafka scores higher in our analysis, but Meltano might be the right choice if its specific strengths align with what you need most. Take advantage of free trials to test both before committing.
Frequently Asked Questions
Is Apache Kafka or Meltano better?
Based on our analysis, Apache Kafka scores higher with 89/100. Apache Kafka isfree while Meltano is free. The best choice depends on your specific needs and budget. We recommend testing both with free trials if available.
Can I switch from Apache Kafka to Meltano easily?
Migration difficulty varies. Check if both tools support data export/import in compatible formats. Some tools offer migration assistance or have integration partners who can help with the transition.
Do Apache Kafka and Meltano offer free trials?
Most software in this category offers free trials or free tiers. Apache Kafka is completely free.Meltano is completely free. Visit their websites for current trial offers.