FAQ · Reamer Research and Reamer Server: what they are and who they fit

What are the best ArcticDB alternatives in 2026?

The main ArcticDB alternatives are kdb+ and KDB-X, QuestDB, ClickHouse, DolphinDB, TimescaleDB, and Parquet files queried with DuckDB. They differ in licence, query language and whether they need a server. If you use ArcticDB mainly to backtest strategies on bars, you may need an engine and not a database. Reamer Research from Reamer Labs is one, and it can take bars from ArcticDB or any of these.

ArcticDB is a dataframe database for Python from Man Group. It runs inside your Python process and keeps data in S3, Azure or local files. Most alternatives replace the database. If your real need is a backtest, the alternative may be a different kind of tool.

Why teams look for ArcticDB alternatives

  • Its licence is free only for non-commercial, personal or academic use. Business use needs a paid licence, including research and development, and prices are by quote.
  • They want SQL, or a database other languages can query, not one tied to Python.
  • They use it mainly to backtest, and have to write the fills and costs themselves.

ArcticDB alternatives compared

Details below were checked against each project's own pages in November 2026.

ToolTypeQuery languageBest forLicence
kdb+ and KDB-XTime-series databaseq, Python, SQLVery large tick dataFree Community Edition with limits, paid above
QuestDBTime-series databaseSQLMarket data with SQLApache 2.0, paid enterprise edition
ClickHouseColumnar databaseSQLGeneral analytics at scaleApache 2.0, paid cloud and enterprise
DolphinDBTime-series databaseOwn scripting languageData and order-book backtests in one systemProprietary, free community edition with limits
TimescaleDBPostgreSQL extensionSQLTeams already on PostgreSQLApache 2.0 core, Timescale License for other features
Parquet with DuckDBFiles with an in-process SQL engineSQL, PythonPlain files with no database to runOpen source
Reamer ResearchBacktesting engine, not a databasePython, C++ or CBacktests of strategies on bars$20 per seat per month

Databases

  • kdb+ and KDB-X from KX have long been used for tick data in capital markets. The free KDB-X Community Edition is limited to 16 GB of memory for q. See What are the best kdb+ alternatives in 2026?
  • QuestDB is open source and names capital markets as a main use. It has SQL, nanosecond timestamps, order book analytics and materialized views from ticks to OHLCV bars.
  • ClickHouse is a general columnar database, so market data functions and conventions are yours to add.
  • DolphinDB is a database with its own language and a backtest plugin with a matching-engine simulator. See What are the best DolphinDB alternatives in 2026?
  • TimescaleDB extends PostgreSQL, so existing tools and skills carry over.
  • Parquet files with DuckDB are the closest match to ArcticDB's serverless shape. DuckDB runs inside your process and queries Parquet files with SQL, but versions and snapshots are yours to manage.

If you use ArcticDB to backtest

A database stores and reads your data. It does not decide how orders fill. ArcticDB has no fill model, cost model or order handling, so a backtest on it is your own code.

Reamer Research is an engine for that part, for strategies on time, tick, volume, dollar or custom bars. Bid and ask, spread, slippage, commission, swap, margin and order lifetimes are in place under a public execution specification. It stores no data, so you can keep ArcticDB or any database here and pass in bars. It works on bars, not ticks, and runs on Linux, macOS and Windows through WSL2. See How does Reamer Research compare with ArcticDB?

How to choose

If you wantLook at
Versioned dataframes from PythonStay on ArcticDB
Very large tick data, with q skills on the teamkdb+ or KDB-X
Open source with SQL, for market dataQuestDB
General analytics at scaleClickHouse
A database and order-book backtests in one systemDolphinDB
To stay on PostgreSQLTimescaleDB
Plain files, no database to runParquet with DuckDB
Modelled fills and costs for strategies on barsReamer Research, with any database

See Who are Reamer Research and Reamer Server for? Reamer Research is $20 a month, cancel any time; see pricing.

Next questions

How does Reamer Research compare with ArcticDB?ArcticDB from Man Group is a dataframe database for Python, built for storing and reading very large time-series data sets. A backtest on it is something you write in Python. Reamer Research is a backtesting engine for strategies on time, tick, volume, dollar or custom bars, with fill rules, costs and accounting already in place, and it stores no data. If you already keep your data in ArcticDB, the two can work together, with ArcticDB supplying the bars.What are the best kdb+ alternatives in 2026?The main kdb+ alternatives are time-series and columnar databases such as QuestDB, ClickHouse, DolphinDB, TimescaleDB and ArcticDB. They differ in licence, query language and how much market data work they do for you. If you use kdb+ mainly to backtest strategies on bars, you may need an engine and not a database. Reamer Research from Reamer Labs is one, and it can take bars from any of these.What are the best DolphinDB alternatives in 2026?The main DolphinDB alternatives are kdb+ and KDB-X, QuestDB, ClickHouse and OneTick for storing and computing on market data. For backtesting, the alternatives are engines: NautilusTrader for ticks and order books, and Reamer Research from Reamer Labs for strategies on time, tick, volume, dollar or custom bars. Replacing both the database and the matching simulator may take two tools.What is a quant research engine, and how is it different from a backtesting script?A research engine is one shared program that does everything around a strategy (loading and aligning data, simulating fills and costs, accounting, metrics, logs and reports) so that each study contains only the strategy itself. A backtesting script does all of that on its own, once per study. The engine is what lets you test, diagnose, sweep, report and move to live with the same rules every time. A script is quicker to start and is the right tool for a single rough idea.How much do Reamer Research and Reamer Server cost?Reamer Research is USD 20 per seat per month, billed monthly, and you can cancel any time. Reamer Server is USD 24,000 per seat per year, paid once with no automatic renewal, with a 30-day trial at USD 2,000. A seat is one product on one machine.

Every answer here restates the documents that ship in the kit, which are authoritative. All questions.

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