Discover your data stack
Data warehouse, ETL and BI tools, with the price you’ll actually pay
Snowflake or BigQuery? Fivetran or Airbyte? One card per tool: the real price, the free tier, what it replaces, and a score we can explain. Written by people who buy this stuff.
BI and analytics
12 tools
Catalogs and governance
11 tools
CDC tool
4 tools
CDP
11 tools
CI/diffing
1 tool
Cloud warehouse
7 tools
Cloud-native ETL
1 tool
Data prep
3 tools
dbt ecosystem
2 tools
dbt-native
1 tool
Dedicated
8 tools
Document parsing
5 tools
Document parsing and RAG frameworks
13 tools
Embedded
1 tool
Embedded/serverless
2 tools
Enterprise BI
3 tools
Enterprise catalog
3 tools
Enterprise ETL
4 tools
Evals
9 tools
Event tracking
2 tools
Experiment tracking
4 tools
Extension
1 tool
Feature store
2 tools
Gateway
1 tool
Ingestion and ELT
25 tools
Inside BI
2 tools
Lake query engine
4 tools
Lakehouse platform
1 tool
LLM observability and evals
25 tools
Managed ELT
15 tools
Managed orchestrator
2 tools
Managed RAG
3 tools
ML platform
7 tools
MLOps and feature stores
20 tools
Model serving
1 tool
Modern catalog
4 tools
Modern cloud BI
4 tools
Monitoring
1 tool
Observability
15 tools
Observability
6 tools
Observability and quality
10 tools
OLAP engine
17 tools
Open source
4 tools
Open source
4 tools
Open-source ELT
5 tools
Open-source orchestrator
8 tools
Orchestration
10 tools
Pipeline framework
5 tools
Processing engine
1 tool
Quality framework
2 tools
RAG framework
3 tools
Real-time analytics databases
24 tools
Real-time API
1 tool
Reverse ETL
2 tools
Reverse ETL and CDPs
15 tools
Search engine
2 tools
Search-analytics
2 tools
Semantic layers
10 tools
SQL framework
6 tools
Standalone
8 tools
Stream processing
6 tools
Streaming and CDC
24 tools
Streaming database
1 tool
Streaming database
2 tools
Streaming platform
12 tools
Time-series
3 tools
Transformation
17 tools
Vector databases
11 tools
Visual/managed
5 tools
Warehouses and lakehouses
14 tools
Web ingestion
2 tools
As covered in
The tools most stacks start with
Monte Carlo
Observability
The category-defining data observability platform, now agent-focused: automatic monitors, lineage, incident management; credit-based, sales-quoted pricing.
- Starting price
- No published dollar pricing; four quote-gated tiers (Start, Scale, Enterprise, Business Critical); credit meters are public
- Free tier
- No self-serve trial; agent observability has a free XSmall tier (1 agent, 10 monitors)
- Deployment
- Cloud, Hybrid
- Open source
- No
Best for: Data platforms past roughly 1,000 tables or 4+ incidents a month that want lineage-driven triage and enterprise incident routing
Usage-based Snowflake
Cloud warehouse
The cloud data warehouse most teams compare everything else against. Usage-based credits and storage, four editions from Standard to Virtual Private Snowflake.
Free tier dbt
SQL framework
The standard for SQL transformation. dbt Core is open source; dbt Cloud adds a scheduler and IDE, free for one seat and $100 per seat a month on Starter.
Free tier Fivetran
Managed ELT
Managed ELT connectors that copy SaaS and database data into your warehouse. Free up to 500k rows a month, usage-based after that.
Free tier BigQuery
Cloud warehouse
Google's serverless warehouse. Pay $6.25 per TiB scanned with the first TiB free each month, or buy slot capacity by the hour.
Latest write-ups
Same card, same pricing check, same rules for every tool. Newest first.
Feast
Feature store
Feast is a free Apache-2.0 feature store for Python feature definitions, point-in-time training data, and online serving on infrastructure you operate.
Seldon
Model serving
Seldon Core 2 serves models on shared Kubernetes servers with memory overcommit, A/B experiments and Kafka-backed pipelines; production requires a license.
Iguazio
ML platform
Iguazio is a self-hosted ML and gen AI operations platform built on MLRun, combining pipelines, a feature store, serving and monitoring.
Valohai
ML platform
Valohai runs versioned ML training, pipelines and endpoints across clouds, on-prem GPUs, Kubernetes and Slurm, with automatic execution lineage.
H2O.ai
ML platform
H2O.ai combines free H2O-3 AutoML with licensed feature engineering, explainability and private GenAI for cloud, on-premises and air-gapped deployments.
Polars
Processing engine
Polars is a free, MIT-licensed DataFrame engine for lazy Python pipelines, with SQL support and distributed execution through Polars Nanook.
Questions people actually ask
About the directory, and about the company that used to live at this address.
What is Panoply?
Panoply.io is an independent directory of data tools plus the guides and blog that made this domain worth linking to. One page per tool, written by us, with the vendor’s real price, the free tier spelled out and a score we can explain. From 2015 to 2026 the name belonged to a managed data warehouse; that product is gone, and the history is here.
What happened to the Panoply data warehouse?
It was discontinued in 2026 after SQream, which had bought it in 2021, went into insolvency. Nothing on this site is for sale. If you were a customer, the closest replacement is a managed connector tool like Fivetran or Airbyte feeding Snowflake or BigQuery. We wrote up what replaced it, plan by plan.
Which cloud data warehouse should I pick?
For most teams it comes down to Snowflake or BigQuery, with Databricks if machine learning is the point and Redshift if you live inside AWS. The honest version, with the pricing meters explained, is in Data Warehouses in 2026 and the pricing playbook. The full Data Warehouse Guide is the long read.
ETL or ELT, and which tools do it?
Load first, transform in the warehouse: that’s ELT, and it won. Fivetran or Airbyte move the data, dbt shapes it, Airflow or Dagster run the schedule. The ETL tools chapter has the shortlist and the glossary has the plain-English version.
Which BI tool is worth it?
Metabase if you want dashboards this week and a bill you can read, Looker if governance matters more than speed, and the archive’s top 25 BI tools piece if you want the whole field. Before any of them, Dashboard 101 is the 10 minutes that saves the most money.
Are the prices real?
Every number comes from the vendor’s own pricing page and the card shows the date we checked it. Vendors change plans without telling anyone (Snowflake quietly introduced a second credit rate in 2025), so treat the card as the starting point and confirm on the day you sign.
I make one of these tools. Can I get on the list?
Yes, and it costs nothing. You can’t write your page, but you can correct pricing, integrations and deployment facts, add a logo and a demo link, and we’ll verify and update. Sponsored placements exist too, sit beside the list, and always say so. How it works.
Run a data tool and want your page checked?
Claiming a page is free.
From the guides and the archive
Ten years of articles on warehouses, ETL and SQL, kept at their original addresses, plus the Data Warehouse Guide that 1,700 sites still link to.
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Read the articleRedshift vs BigQuery: Which Cloud Data Warehouse Wins in 2026?
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