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--- | ||
title: "Introduction" | ||
menu: main | ||
weight: 0 | ||
--- | ||
<!-- | ||
- Licensed to the Apache Software Foundation (ASF) under one or more | ||
- contributor license agreements. See the NOTICE file distributed with | ||
- this work for additional information regarding copyright ownership. | ||
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- (the "License"); you may not use this file except in compliance with | ||
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- | ||
- http://www.apache.org/licenses/LICENSE-2.0 | ||
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# Documentation | ||
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**Apache Iceberg is an open table format for huge analytic datasets.** Iceberg adds tables to compute engines including Spark, Trino, PrestoDB, Flink, Hive and Impala using a high-performance table format that works just like a SQL table. | ||
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### User experience | ||
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Iceberg avoids unpleasant surprises. Schema evolution works and won't inadvertently un-delete data. Users don't need to know about partitioning to get fast queries. | ||
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* [Schema evolution](evolution#schema-evolution) supports add, drop, update, or rename, and has [no side-effects](evolution#correctness) | ||
* [Hidden partitioning](partitioning) prevents user mistakes that cause silently incorrect results or extremely slow queries | ||
* [Partition layout evolution](evolution#partition-evolution) can update the layout of a table as data volume or query patterns change | ||
* [Time travel](spark-queries#time-travel) enables reproducible queries that use exactly the same table snapshot, or lets users easily examine changes | ||
* Version rollback allows users to quickly correct problems by resetting tables to a good state | ||
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### Reliability and performance | ||
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Iceberg was built for huge tables. Iceberg is used in production where a single table can contain tens of petabytes of data and even these huge tables can be read without a distributed SQL engine. | ||
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* [Scan planning is fast](performance#scan-planning) -- a distributed SQL engine isn't needed to read a table or find files | ||
* [Advanced filtering](performance#data-filtering) -- data files are pruned with partition and column-level stats, using table metadata | ||
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Iceberg was designed to solve correctness problems in eventually-consistent cloud object stores. | ||
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* [Works with any cloud store](reliability) and reduces NN congestion when in HDFS, by avoiding listing and renames | ||
* [Serializable isolation](reliability) -- table changes are atomic and readers never see partial or uncommitted changes | ||
* [Multiple concurrent writers](reliability#concurrent-write-operations) use optimistic concurrency and will retry to ensure that compatible updates succeed, even when writes conflict | ||
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### Open standard | ||
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Iceberg has been designed and developed to be an open community standard with a [specification](../../spec) to ensure compatibility across languages and implementations. | ||
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[Apache Iceberg is open source](../../community), and is developed at the [Apache Software Foundation](https://www.apache.org/). |
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--- | ||
title: "Branching and Tagging" | ||
url: branching | ||
aliases: | ||
- "tables/branching" | ||
menu: | ||
main: | ||
parent: Tables | ||
identifier: tables_branching | ||
weight: 0 | ||
--- | ||
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<!-- | ||
- Licensed to the Apache Software Foundation (ASF) under one or more | ||
- contributor license agreements. See the NOTICE file distributed with | ||
- this work for additional information regarding copyright ownership. | ||
- The ASF licenses this file to You under the Apache License, Version 2.0 | ||
- (the "License"); you may not use this file except in compliance with | ||
- the License. You may obtain a copy of the License at | ||
- | ||
- http://www.apache.org/licenses/LICENSE-2.0 | ||
- | ||
- Unless required by applicable law or agreed to in writing, software | ||
- distributed under the License is distributed on an "AS IS" BASIS, | ||
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
- See the License for the specific language governing permissions and | ||
- limitations under the License. | ||
--> | ||
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# Branching and Tagging | ||
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## Overview | ||
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Iceberg table metadata maintains a snapshot log, which represents the changes applied to a table. | ||
Snapshots are fundamental in Iceberg as they are the basis for reader isolation and time travel queries. | ||
For controlling metadata size and storage costs, Iceberg provides snapshot lifecycle management procedures such as [`expire_snapshots`](../spark-procedures/#expire-snapshots) for removing unused snapshots and no longer necessary data files based on table snapshot retention properties. | ||
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**For more sophisticated snapshot lifecycle management, Iceberg supports branches and tags which are named references to snapshots with their own independent lifecycles. This lifecycle is controlled by branch and tag level retention policies.** | ||
Branches are independent lineages of snapshots and point to the head of the lineage. | ||
Branches and tags have a maximum reference age property which control when the reference to the snapshot itself should be expired. | ||
Branches have retention properties which define the minimum number of snapshots to retain on a branch as well as the maximum age of individual snapshots to retain on the branch. | ||
These properties are used when the expireSnapshots procedure is run. | ||
For details on the algorithm for expireSnapshots, refer to the [spec](../../../spec#snapshot-retention-policy). | ||
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## Use Cases | ||
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Branching and tagging can be used for handling GDPR requirements and retaining important historical snapshots for auditing. | ||
Branches can also be used as part of data engineering workflows, for enabling experimental branches for testing and validating new jobs. | ||
See below for some examples of how branching and tagging can facilitate these use cases. | ||
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### Historical Tags | ||
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Tags can be used for retaining important historical snapshots for auditing purposes. | ||
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![Historical Tags](../img/historical-snapshot-tag.png) | ||
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The above diagram demonstrates retaining important historical snapshot with the following retention policy, defined | ||
via Spark SQL. | ||
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1. Retain 1 snapshot per week for 1 month. This can be achieved by tagging the weekly snapshot and setting the tag retention to be a month. | ||
snapshots will be kept, and the branch reference itself will be retained for 1 week. | ||
```sql | ||
-- Create a tag for the first end of week snapshot. Retain the snapshot for a week | ||
ALTER TABLE prod.db.table CREATE TAG `EOW-01` AS OF VERSION 7 RETAIN 7 DAYS; | ||
``` | ||
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2. Retain 1 snapshot per month for 6 months. This can be achieved by tagging the monthly snapshot and setting the tag retention to be 6 months. | ||
```sql | ||
-- Create a tag for the first end of month snapshot. Retain the snapshot for 6 months | ||
ALTER TABLE prod.db.table CREATE TAG `EOM-01` AS OF VERSION 30 RETAIN 180 DAYS; | ||
``` | ||
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3. Retain 1 snapshot per year forever. This can be achieved by tagging the annual snapshot. The default retention for branches and tags is forever. | ||
```sql | ||
-- Create a tag for the end of the year and retain it forever. | ||
ALTER TABLE prod.db.table CREATE TAG `EOY-2023` AS OF VERSION 365; | ||
``` | ||
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4. Create a temporary "test-branch" which is retained for 7 days and the latest 2 snapshots on the branch are retained. | ||
```sql | ||
-- Create a branch "test-branch" which will be retained for 7 days along with the latest 2 snapshots | ||
ALTER TABLE prod.db.table CREATE BRANCH `test-branch` RETAIN 7 DAYS WITH SNAPSHOT RETENTION 2 SNAPSHOTS; | ||
``` | ||
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### Audit Branch | ||
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![Audit Branch](../img/audit-branch.png) | ||
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The above diagram shows an example of using an audit branch for validating a write workflow. | ||
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1. First ensure `write.wap.enabled` is set. | ||
```sql | ||
ALTER TABLE db.table SET TBLPROPERTIES ( | ||
'write.wap.enabled'='true' | ||
); | ||
``` | ||
2. Create `audit-branch` starting from snapshot 3, which will be written to and retained for 1 week. | ||
```sql | ||
ALTER TABLE db.table CREATE BRANCH `audit-branch` AS OF VERSION 3 RETAIN 7 DAYS; | ||
``` | ||
3. Writes are performed on a separate `audit-branch` independent from the main table history. | ||
```sql | ||
-- WAP Branch write | ||
SET spark.wap.branch = audit-branch | ||
INSERT INTO prod.db.table VALUES (3, 'c'); | ||
``` | ||
4. A validation workflow can validate (e.g. data quality) the state of `audit-branch`. | ||
5. After validation, the main branch can be `fastForward` to the head of `audit-branch` to update the main table state. | ||
```sql | ||
CALL catalog_name.system.fast_forward('prod.db.table', 'main', 'audit-branch'); | ||
``` | ||
6. The branch reference will be removed when `expireSnapshots` is run 1 week later. | ||
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## Usage | ||
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Creating, querying and writing to branches and tags are supported in the Iceberg Java library, and in Spark and Flink engine integrations. | ||
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- [Iceberg Java Library](../java-api-quickstart/#branching-and-tagging) | ||
- [Spark DDLs](../spark-ddl/#branching-and-tagging-ddl) | ||
- [Spark Reads](../spark-queries/#time-travel) | ||
- [Spark Branch Writes](../spark-writes/#writing-to-branches) | ||
- [Flink Reads](../flink-queries/#reading-branches-and-tags-with-SQL) | ||
- [Flink Branch Writes](../flink-writes/#branch-writes) |
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