arcticdb

Three minute ArcticDB demo from PyQuantNews

ArcticDB is a high performance, serverless DataFrame database built for the Python Data Science ecosystem. Launched in March 2023, it is the successor to Arctic.

Use of ArcticDB in production (including business or commercial environments) or for a Database Service requires a paid for license from ArcticDB Limited . Please contact info@arcticdb.io for further details.

ArcticDB offers an intuitive Python-centric API enabling you to read and write Pandas DataFrames to S3 or LMDB utilising a fast C++ data-processing and compression engine.

ArcticDB allows you to:

Pandas in, Pandas out: Read and write Pandas DataFrames, NumPy arrays and native types to S3 and LMDB without leaving Python.
Built for time-series data: Efficiently index and query time-series data across billions of rows
Time travel: Travel back in time to see previous versions of your data and create customizable snapshots of the database
Schemaless Database: Append, update and modify data without being constrained by the existing schema
Optimised for streaming data: Built in support for efficient sparse data storage
Powerful processing: Filter, aggregate and create new columns on-the-fly with a Pandas-like syntax
C++ efficiency: Accelerate analytics though concurrency in the C++ data-processing engine

ArcticDB handles data that is big in both row count and column count, so a 20-year history of more than 400,000 unique securities can be stored in a single symbol. Each symbol is maintained as a separate entity with no shared data which means ArcticDB can scale horizontally across symbols, maximising the performance potential of your compute, storage and network.

ArcticDB is designed from the outset to be resilient; there is no single point of failure, and persistent data structures in the storage mean that once a version of a symbol has been written, it can never be corrupted by subsequent updates. Pulling compressed data directly from storage to the client means that there is no server to overload, so your data is always available when you need it.

Quickstart

Prebuilt binary availability (for the current version)

	PyPI (Python 3.9 - 3.14)	conda-forge (Python 3.10 - 3.14)
Linux `x86_64`	✔️	✔️
Linux `arm64`	➖	✔️
Windows `x86_64`	✔️	✔️
MacOS `x86_64`	➖	✔️
MacOS `arm64`	✔️	✔️

Storage compatibility

	Linux	Windows	Mac
S3	✔️	✔️	✔️
LMDB	✔️	✔️	✔️
Azure Blob Storage	✔️	✔️	✔️

We have tested against the following S3 backends:

AWS S3
Ceph
MinIO on Linux
Pure Storage S3
Scality S3
VAST Data S3

Installation

Install ArcticDB:

$ pip install arcticdb

or using conda-forge

$ conda install -c conda-forge arcticdb

Import ArcticDB:

>>> import arcticdb as adb

Create an instance on your S3 storage (with or without explicit credentials):

# Leave AWS to derive credential information
>>> ac = adb.Arctic('s3://MY_ENDPOINT:MY_BUCKET?aws_auth=true')

# Manually specify creds
>>> ac = adb.Arctic('s3://MY_ENDPOINT:MY_BUCKET?region=YOUR_REGION&access=ABCD&secret=DCBA')

Or create an instance on your local disk:

>>> ac = adb.Arctic("lmdb:///<path>")

Create your first library and list the libraries in the instance:

>>> ac.create_library('travel_data')
>>> ac.list_libraries()

Create a test dataframe:

>>> import numpy as np
>>> import pandas as pd
>>> NUM_COLUMNS=10
>>> NUM_ROWS=100_000
>>> df = pd.DataFrame(np.random.randint(0,100,size=(NUM_ROWS, NUM_COLUMNS)), columns=[f"COL_{i}" for i in range(NUM_COLUMNS)], index=pd.date_range('2000', periods=NUM_ROWS, freq='h'))

Get the library, write some data to it, and read it back:

>>> lib = ac['travel_data']
>>> lib.write("my_data", df)
>>> data = lib.read("my_data")

To find out more about working with data, visit our docs

Documentation

The source code for the ArcticDB docs are located in the docs folder, and are hosted at docs.arcticdb.io.

License

ArcticDB is released under a Business Source License 1.1 (BSL)

BSL features are free to use and the source code is available, but users may not use ArcticDB for production use or for a Database Service, without agreement with Man Group Operations Limited.

Use of ArcticDB in production or for a Database Service requires a paid for license from ArcticDB Limited and is licensed under the ArcticDB Software License Agreement. For more information please contact info@arcticdb.io.

The BSL is not certified as an open-source license, but most of the Open Source Initiative (OSI) criteria are met. Please see version conversion dates in the below table:

ArcticDB Version	License	Converts to Apache 2.0
1.0	Business Source License 1.1	Mar 16, 2025
1.2	Business Source License 1.1	May 22, 2025
1.3	Business Source License 1.1	Jun 9, 2025
1.4	Business Source License 1.1	Jun 23, 2025
1.5	Business Source License 1.1	Jul 11, 2025
1.6	Business Source License 1.1	Jul 25, 2025
2.0	Business Source License 1.1	Aug 29, 2025
3.0	Business Source License 1.1	Sep 13, 2025
4.0	Business Source License 1.1	Sep 27, 2025
4.1	Business Source License 1.1	Nov 1, 2025
4.2	Business Source License 1.1	Nov 12, 2025
4.3	Business Source License 1.1	Feb 7, 2026
4.4	Business Source License 1.1	Apr 5, 2026
4.5	Business Source License 1.1	Aug 14, 2026
5.0	Business Source License 1.1	Oct 31, 2026
5.1	Business Source License 1.1	Nov 15, 2026
5.2	Business Source License 1.1	Jan 27, 2027
5.3	Business Source License 1.1	Mar 24, 2027
5.4	Business Source License 1.1	Apr 28, 2027
5.5	Business Source License 1.1	May 13, 2027
5.6	Business Source License 1.1	May 26, 2027
5.7	Business Source License 1.1	Jun 2, 2027
5.8	Business Source License 1.1	Jun 9, 2027
5.9	Business Source License 1.1	Jul 7, 2027
5.10	Business Source License 1.1	Jul 29, 2027
6.1	Business Source License 1.1	Aug 20, 2027
6.2	Business Source License 1.1	Sep 8, 2027
6.3	Business Source License 1.1	Nov 3, 2027
6.5	Business Source License 1.1	Dec 11, 2027
6.6	Business Source License 1.1	Jan 6, 2028
6.7	Business Source License 1.1	Jan 12, 2028
6.8	Business Source License 1.1	Jan 28, 2028
6.9	Business Source License 1.1	Feb 2, 2028
6.10	Business Source License 1.1	Mar 2, 2028
6.11	Business Source License 1.1	Mar 23, 2028
6.12	Business Source License 1.1	Apr 15, 2028
6.13	Business Source License 1.1	Apr 21, 2028
6.14	Business Source License 1.1	Apr 29, 2028
6.15	Business Source License 1.1	May 4, 2028
6.16	Business Source License 1.1	May 11, 2028
6.17	Business Source License 1.1	May 18, 2028
6.18	Business Source License 1.1	Jun 1, 2028
6.19	Business Source License 1.1	Jul 21, 2028

Code of Conduct

This project has adopted a Code of Conduct. If you have any concerns about the Code, or behaviour that you have experienced in the project, please contact us at info@arcticdb.io.

Contributing/Building From Source

We welcome your contributions to help us improve and extend this project!

Please refer to the Contributing page and feel free to open issues on GitHub.

We are also always looking for feedback from our dedicated community! If you have used ArcticDB please let us know, we would love to hear about your experience!

Our release process is documented here.

Community

We would love to hear how your ArcticDB journey evolves, email us at info@arcticdb.io or come chat to us on Twitter!

Interested in learning more about ArcticDB? Head over to our blog!

Do you have any questions or issues? Chat to us and other users through our dedicated Slack Workspace - sign up for Slack access on our website.

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Release history Release notifications | RSS feed

6.22.0

Aug 10, 2026

This release

6.21.0

Aug 4, 2026

6.20.0

Jul 27, 2026

6.19.0

Jul 21, 2026

6.18.7

Jul 13, 2026

6.18.6 yanked

Jul 13, 2026

6.18.5

Jul 6, 2026

6.18.4

Jun 29, 2026

6.18.3

Jun 22, 2026

6.18.2

Jun 17, 2026

6.18.1

Jun 8, 2026

6.18.0

Jun 1, 2026

6.17.0

May 18, 2026

6.16.0

May 11, 2026

6.15.0

May 4, 2026

6.14.0

Apr 29, 2026

6.13.0

Apr 21, 2026

6.12.1

Apr 14, 2026

6.11.1

Mar 30, 2026

6.11.0

Mar 23, 2026

6.10.2

Mar 16, 2026

6.10.1

Mar 12, 2026

6.10.0

Mar 2, 2026

6.9.2

Feb 23, 2026

6.9.0

Feb 2, 2026

6.8.0

Jan 28, 2026

6.7.0

Jan 12, 2026

6.6.0

Jan 6, 2026

6.5.0

Dec 11, 2025

6.3.2

Nov 20, 2025

6.3.1

Nov 3, 2025

6.2.6

Oct 20, 2025

6.2.5

Oct 13, 2025

6.2.4

Oct 8, 2025

6.2.3

Sep 30, 2025

6.2.2

Sep 23, 2025

6.2.1

Sep 15, 2025

6.2.0

Sep 8, 2025

6.1.1

Aug 26, 2025

6.1.0

Aug 20, 2025

5.10.0

Jul 29, 2025

5.9.3

Jul 28, 2025

5.9.2

Jul 23, 2025

5.9.0

Jul 7, 2025

5.8.0

Jun 9, 2025

5.7.0

Jun 2, 2025

5.6.0

May 26, 2025

5.5.1

May 19, 2025

5.5.0

May 13, 2025

5.4.1

May 5, 2025

5.4.0

Apr 28, 2025

5.3.4

Apr 22, 2025

5.3.3 yanked

Apr 14, 2025

5.3.2

Apr 7, 2025

5.3.1

Mar 31, 2025

5.3.0

Mar 24, 2025

5.2.6

Mar 10, 2025

5.2.5

Feb 26, 2025

5.2.4 yanked

Feb 21, 2025

Reason this release was yanked:

Released wrong code

5.2.3

Feb 7, 2025

5.2.2

Feb 3, 2025

5.2.1

Jan 29, 2025

5.2.0

Jan 24, 2025

5.1.3

Jan 20, 2025

5.1.2

Dec 9, 2024

5.1.1

Dec 5, 2024

5.1.0

Nov 13, 2024

5.0.0

Oct 31, 2024

4.5.1

Oct 18, 2024

4.5.0

Aug 13, 2024

4.4.7

Jan 8, 2025

4.4.6

Oct 7, 2024

4.4.5

Sep 11, 2024

4.4.4

Sep 5, 2024

4.4.3

Jun 19, 2024

4.4.2

May 7, 2024

4.4.1

Apr 15, 2024

4.4.0

Apr 4, 2024

4.3.1

Feb 9, 2024

4.3.0 yanked

Feb 7, 2024

Reason this release was yanked:

bad build

4.2.1

Dec 15, 2023

4.2.0

Dec 12, 2023

4.1.0

Nov 1, 2023

4.0.5

Jun 4, 2024

4.0.4

Mar 14, 2024

4.0.3

Nov 23, 2023

4.0.2

Nov 2, 2023

4.0.1

Oct 20, 2023

4.0.0

Sep 27, 2023

3.0.0

Sep 13, 2023

2.0.0

Aug 29, 2023

1.6.2

Oct 3, 2023

1.6.1

Aug 9, 2023

1.6.0

Jul 25, 2023

1.5.0

Jul 11, 2023

1.4.1

Jun 27, 2023

1.4.0

Jun 23, 2023

1.3.0

Jun 12, 2023

1.2.1

May 25, 2023

1.2.0

May 22, 2023

1.1.0

May 9, 2023

1.0.1

Mar 16, 2023

1.0.0

Mar 16, 2023

0.0.1

Sep 12, 2022

arcticdb 6.21.0

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5 maintainers

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