Apache Druid: a high performance real-time analytics database.
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add configurable ColumnTypeMergePolicy to SegmentMetadataCache (#14319)
This PR adds a new interface to control how SegmentMetadataCache chooses ColumnType when faced with differences between segments for SQL schemas which are computed, exposed as druid.sql.planner.metadataColumnTypeMergePolicy and adds a new 'least restrictive type' mode to allow choosing the type that data across all segments can best be coerced into and sets this as the default behavior.

This is a behavior change around when segment driven schema migrations take effect for the SQL schema. With latestInterval, the SQL schema will be updated as soon as the first job with the new schema has published segments, while using leastRestrictive, the schema will only be updated once all segments are reindexed to the new type. The benefit of leastRestrictive is that it eliminates a bunch of type coercion errors that can happen in SQL when types are varied across segments with latestInterval because the newest type is not able to correctly represent older data, such as if the segments have a mix of ARRAY and number types, or any other combinations that lead to odd query plans.
2023-05-24 20:32:51 +05:30
.github Fix GHA workflows naming & Run ITs if UTs fail on coverage (#14158) 2023-05-22 11:44:34 +05:30
.idea restore .idea/misc.xml to see if it fixes intellij inspection ci (#14208) 2023-05-05 11:47:16 +05:30
benchmarks Add `TYPE_NAME` to the complex serde classes and replace the hardcoded names. (#14317) 2023-05-23 00:54:47 -05:00
cloud Make GCP initialization truly lazy (#14077) 2023-04-12 23:10:50 -07:00
codestyle Removing the forbidden check on getOrDefault due to java8 incompatibility. (#13920) 2023-03-11 09:49:32 +05:30
dev Document our conventions for writing messages (#13916) 2023-04-03 21:30:20 -07:00
distribution streamline release process docs (#14268) 2023-05-17 13:57:37 -07:00
docs add configurable ColumnTypeMergePolicy to SegmentMetadataCache (#14319) 2023-05-24 20:32:51 +05:30
examples Update Ingestion section (#14023) 2023-05-19 09:42:27 -07:00
extensions-contrib Fix log streaming (#14285) 2023-05-22 11:19:53 -07:00
extensions-core Add `TYPE_NAME` to the complex serde classes and replace the hardcoded names. (#14317) 2023-05-23 00:54:47 -05:00
helm/druid helm: Add serviceAccounts, rbac, and small fixes (#13747) 2023-02-23 11:42:03 +05:30
hooks Git hooks should fail on errors; pass args to git hooks (#12322) 2022-03-10 09:07:50 +09:00
indexing-hadoop fix bugs with auto encoded long vector deserializers (#14186) 2023-05-01 11:49:27 +05:30
indexing-service Add new lock types: APPEND and REPLACE (#14258) 2023-05-14 22:38:32 -07:00
integration-tests update heap size of coordinator, overlord services in docker IT environment (#14214) 2023-05-12 23:19:48 +05:30
integration-tests-ex Extend the IT framework to allow tests in extensions (#13877) 2023-05-15 20:29:51 +05:30
licenses Web console: use EXTEND syntax (#13985) 2023-03-29 16:19:49 -07:00
processing add configurable ColumnTypeMergePolicy to SegmentMetadataCache (#14319) 2023-05-24 20:32:51 +05:30
publications De-incubation cleanup in code, docs, packaging (#9108) 2020-01-03 12:33:19 -05:00
server Expr getCacheKey now delegates to children (#14287) 2023-05-23 14:49:38 -07:00
services Update Ingestion section (#14023) 2023-05-19 09:42:27 -07:00
sql add configurable ColumnTypeMergePolicy to SegmentMetadataCache (#14319) 2023-05-24 20:32:51 +05:30
web-console Update Ingestion section (#14023) 2023-05-19 09:42:27 -07:00
website Doc: List supported values for Kafka `headerFormat` (#14316) 2023-05-22 15:41:07 -07:00
.asf.yaml Add .asf.yaml. (#9083) 2019-12-20 16:45:38 -08:00
.backportrc.json Add 0.18.0 to .backportrc.json to facilitate backport. (#9661) 2020-04-11 13:49:04 -07:00
.codecov.yml Use Codecov (#8388) 2019-08-28 08:49:30 -07:00
.dockerignore Add docker container for druid (#6896) 2019-02-08 12:12:28 +00:00
.gitignore Docs: Tutorial for streaming ingestion using Kafka + Docker file to use with Jupyter tutorials (#13984) 2023-05-15 15:20:52 -07:00
.lgtm.yml be consistent about referring to the web console by its name (#13118) 2022-09-19 15:02:17 -07:00
CONTRIBUTING.md Document our conventions for writing messages (#13916) 2023-04-03 21:30:20 -07:00
LABELS Fixing security vulnerability check errors (#13956) 2023-03-23 11:10:06 +05:30
LICENSE merge druid-core, extendedset, and druid-hll into druid-processing to simplify everything (#13698) 2023-02-17 14:27:41 -08:00
NOTICE update NOTICE year, update kafka notice in licenses.yaml (#14299) 2023-05-17 04:32:19 -07:00
README.md Update Ingestion section (#14023) 2023-05-19 09:42:27 -07:00
README.template De-incubation cleanup in code, docs, packaging (#9108) 2020-01-03 12:33:19 -05:00
check_test_suite.py Update Hadoop3 as default build version (#14005) 2023-04-26 12:52:51 +05:30
check_test_suite_test.py remove Travis CI (#13789) 2023-02-10 01:46:56 -08:00
it.sh Extend the IT framework to allow tests in extensions (#13877) 2023-05-15 20:29:51 +05:30
licenses.yaml update NOTICE year, update kafka notice in licenses.yaml (#14299) 2023-05-17 04:32:19 -07:00
owasp-dependency-check-suppressions.xml suppress CVE-2021-40331 since it applies to ranger-hive-plugin which afaict we do not use (#14261) 2023-05-11 21:58:47 -07:00
pom.xml suppress hadoop3 cve that seem not applicable to us (#14252) 2023-05-10 23:08:05 -07:00
upload.sh Adding licenses and enable apache-rat-plugin. (#6215) 2018-09-18 08:39:26 -07:00

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Apache Druid

Druid is a high performance real-time analytics database. Druid's main value add is to reduce time to insight and action.

Druid is designed for workflows where fast queries and ingest really matter. Druid excels at powering UIs, running operational (ad-hoc) queries, or handling high concurrency. Consider Druid as an open source alternative to data warehouses for a variety of use cases. The design documentation explains the key concepts.

Getting started

You can get started with Druid with our local or Docker quickstart.

Druid provides a rich set of APIs (via HTTP and JDBC) for loading, managing, and querying your data. You can also interact with Druid via the built-in web console (shown below).

Load data

data loader Kafka

Load streaming and batch data using a point-and-click wizard to guide you through ingestion setup. Monitor one off tasks and ingestion supervisors.

Manage the cluster

management

Manage your cluster with ease. Get a view of your datasources, segments, ingestion tasks, and services from one convenient location. All powered by SQL systems tables, allowing you to see the underlying query for each view.

Issue queries

query view combo

Use the built-in query workbench to prototype DruidSQL and native queries or connect one of the many tools that help you make the most out of Druid.

Documentation

See the latest documentation for the documentation for the current official release. If you need information on a previous release, you can browse previous releases documentation.

Make documentation and tutorials updates in /docs using MarkDown and contribute them using a pull request.

Community

Visit the official project community page to read about getting involved in contributing to Apache Druid, and how we help one another use and operate Druid.

  • Druid users can find help in the druid-user mailing list on Google Groups, and have more technical conversations in #troubleshooting on Slack.
  • Druid development discussions take place in the druid-dev mailing list (dev@druid.apache.org). Subscribe by emailing dev-subscribe@druid.apache.org. For live conversations, join the #dev channel on Slack.

Check out the official community page for details of how to join the community Slack channels.

Find articles written by community members and a calendar of upcoming events on the project site - contribute your own events and articles by submitting a PR in the apache/druid-website-src repository.

Building from source

Please note that JDK 8 or JDK 11 is required to build Druid.

See the latest build guide for instructions on building Apache Druid from source.

Contributing

Please follow the community guidelines for contributing.

For instructions on setting up IntelliJ dev/intellij-setup.md

License

Apache License, Version 2.0