dagster vs ray
dagster and ray share 31 technologies: React, azure-storage-blob, Celery, pyarrow, deltalake, Google Cloud Storage, Google, FastAPI, graphene, starlette, AIOHTTP, uvicorn, react-router-dom, Rich, SQLAlchemy, alembic, sqlglot, azure-identity, pyjwt, oauth2client, MLflow, markdown, jinja2, Pydantic, jsonschema, validators, boto3, kubernetes, docker, psutil, and prometheus-client. Both are written in Python.
What they share and what sets them apart
dagster
An orchestration platform for the development, production, and observation of data assets.
Python16.4kRead on November 7, 2026, at commit 55208daWhat is dagster built with?Only in dagster
- azure-storage-file-datalake
db-dtypes
dbt-core
mysql-connector-python
psycopg2-binary
snowflake-sqlalchemy
- dlt
- DuckDB
- clickhouse-driver
- MySQL
- pyspark
- Next.js
- React Router
- lru-cache
- bokeh
- questionary
flask-session
- google-auth
- deepeval
OpenAI- wordcloud
- cattrs
- Prefect
structlog
- azure-core
- coloredlogs
- Datadog
validator
highlight.js
- react-markdown
- remark
remark-gfm
- codemirror
- Radix UI
- TanStack
@blueprintjs/core
- @react-hook/resize-observer
react-day-picker
sonner
yaml
chartjs-adapter-date-fns
- Chart.js
dagre
react-chartjs-2
- visx
@rjsf/core
- ansi-to-react
chartjs-plugin-zoom
rehype-highlight
rehype-sanitize
remark-breaks
rjsf
In common
ray
Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.
Python44.2kRead on November 6, 2026, at commit 77567c5What is ray built with?Only in ray
- amqp
- async-lru
- azure-common
- azure-datalake-store
confluent-kafka
- diskcache
expiringdict
- gitdb
google-cloud-core
h5py
kombu
pickleshare
- pylance
- pymongo
- aioboto3
- MongoDB
- Redis
- adlfs
- smart-open
pyiceberg
- pymysql
clickhouse-connect
- gcsfs
- fastavro
- pyzmq
- s3fs
webdataset
- Hugging Face
- Kafka
- asgiref
- Flask
- flask-cors
- graphql-core
- graphql-relay
- jupyter-core
jupyterlab-server
werkzeug
- Ray
- Lightning
- anyio
tornado
- alabaster
- cycler
fonttools
jupyterlab-pygments
- pydata-sphinx-theme
- soupsieve
- sphinx-design
- tinycss2
contourpy
- glfw
- jupyter-server-terminals
- jupyterlab-widgets
- matplotlib-inline
- Plotly
prompt-toolkit
pyopengl
- Textual
- widgetsnbextension
- xyzservices
- Gradio
- ipywidgets
matplotlib
- pydot
peewee
- argon2-cffi
- argon2-cffi-bindings
- flask-basicauth
google-auth-oauthlib
itsdangerous
joserfc
- jwcrypto
- keyring
- msal
- msal-extensions
oauthlib
requests-oauthlib
- cryptography
google-auth-httplib2
- albucore
- bitsandbytes
cmdstanpy
- crcmod
cupy-cuda12x
cupy-cuda13x
- einops
- fairscale
gradio-client
- gym
- LangChain
- llvmlite
lm-eval
- ml-dtypes
nltk
- ONNX
- onnxruntime
onnxscript
openai-whisper
- opt-einsum
- orbax-checkpoint
peft
prophet
rouge-score
- sacrebleu
safetensors
scikit-image
- sentencepiece
skops
tf-keras
- tiktoken
timm
tokenizers
torchtext
- triton
gymnasium
- torch
- transformers
- TensorFlow
jax
torchvision
- xgboost
lightgbm
- scikit-learn
accelerate
- datasets
- pytorch-lightning
evaluate
flax
- Keras
- torchmetrics
albumentations
deepspeed
diffusers
- hyperopt
- Optuna
- pettingzoo
tensordict
tensorflow-datasets
tensorflow-probability
torchaudio
- bleach
- defusedxml
et-xmlfile
imageio
imageio-ffmpeg
- imagesize
- jsonlines
- linkify-it-py
lxml
- mako
markdown-it-py
markupsafe
- mdurl
mistune
- moviepy
- nbconvert
- nh3
- openpyxl
- pandocfilters
ruamel-yaml
webencodings
- xlrd
- xmltodict
pillow
- docutils
- beautifulsoup4
av
- nbformat
- torchcodec
- annotated-types
- fastjsonschema
- fqdn
- jsonschema-specifications
- pathvalidate
- pydantic-core
- referencing
- rfc3339-validator
- rfc3986
- rfc3986-validator
- openapi-schema-validator
- aiobotocore
- azure-mgmt-compute
- azure-mgmt-resource
- colorlog
- Gunicorn
- opentelemetry-api
opentelemetry-instrumentation
- opentelemetry-semantic-conventions
- python-json-logger
- botocore
- OpenTelemetry
opentelemetry-exporter-prometheus
opentelemetry-exporter-otlp-proto-grpc
opentelemetry-instrumentation-fastapi
- typeface-roboto
- MUI
usehooks-ts
- lowlight
react-window
react-icons
- @mui/icons-material
- js-yaml
Side by side
Frequently asked questions
Which is bigger, dagster or ray?
The proof: ray-project/ray's code at commit 77567c5
Which has more GitHub stars, dagster or ray?
The proof: ray-project/ray on GitHub
Which has more tests, dagster or ray?
The proof: dagster-io/dagster's code at commit 55208da
Which was updated more recently, dagster or ray?
The proof: dagster-io/dagster's commits on GitHub
Which has more commits signed by AI, dagster or ray?
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