Postgres

Airbyte's certified Postgres connector offers the following features:

• Multiple methods of keeping your data fresh, including Change Data Capture (CDC) and replication using the xmin system column.
• All available sync modes, providing flexibility in how data is delivered to your destination.
• Reliable replication at any table size with checkpointing and chunking of database reads.

The contents below include a 'Quick Start' guide, advanced setup steps, and reference information (data type mapping, and changelogs). See here to troubleshooting issues with the Postgres connector.

Quick Start

Here is an outline of the minimum required steps to configure a Postgres connector:

1. Create a dedicated read-only Postgres user with permissions for replicating data
2. Create a new Postgres source in the Airbyte UI using xmin system column
3. (Airbyte Cloud Only) Allow inbound traffic from Airbyte IPs

Once this is complete, you will be able to select Postgres as a source for replicating data.

Step 1: Create a dedicated read-only Postgres user

These steps create a dedicated read-only user for replicating data. Alternatively, you can use an existing Postgres user in your database.

The following commands will create a new user:

CREATE USER <user_name> PASSWORD 'your_password_here';

Now, provide this user with read-only access to relevant schemas and tables. Re-run this command for each schema you expect to replicate data from:

GRANT USAGE ON SCHEMA <schema_name> TO <user_name>;
GRANT SELECT ON ALL TABLES IN SCHEMA <schema_name> TO <user_name>;
ALTER DEFAULT PRIVILEGES IN SCHEMA <schema_name> GRANT SELECT ON TABLES TO <user_name>;

Step 2: Create a new Postgres source in Airbyte UI

From your Airbyte Cloud or Airbyte Open Source account, select Sources from the left navigation bar, search for Postgres, then create a new Postgres source.

To fill out the required information:

1. Enter the hostname, port number, and name for your Postgres database.
2. You may optionally opt to list each of the schemas you want to sync. These are case-sensitive, and multiple schemas may be entered. By default, public is the only selected schema.
3. Enter the username and password you created in Step 1.
4. Select an SSL mode. You will most frequently choose require or verify-ca. Both of these always require encryption. verify-ca also requires certificates from your Postgres database. See here to learn about other SSL modes and SSH tunneling.
5. Select Standard (xmin) from available replication methods. This uses the xmin system column to reliably replicate data from your database.
   1. If your database is particularly large (> 500 GB), you will benefit from configuring your Postgres source using logical replication (CDC).

Step 3: (Airbyte Cloud Only) Allow inbound traffic from Airbyte IPs.

If you are on Airbyte Cloud, you will always need to modify your database configuration to allow inbound traffic from Airbyte IPs. You can find a list of all IPs that need to be allowlisted in our Airbyte Security docs.

Now, click Set up source in the Airbyte UI. Airbyte will now test connecting to your database. Once this succeeds, you've configured an Airbyte Postgres source!

Advanced Configuration

Setup using CDC

Airbyte uses logical replication of the Postgres write-ahead log (WAL) to incrementally capture deletes using a replication plugin:

• See here to learn more on how Airbyte implements CDC.
• See here to learn more about Postgres CDC requirements and limitations.

We recommend configuring your Postgres source with CDC when:

• You need a record of deletions.
• You have a very large database (500 GB or more).
• Your table has a primary key but doesn't have a reasonable cursor field for incremental syncing (updated_at).

These are the additional steps required (after following the quick start) to configure your Postgres source using CDC:

1. Provide additional REPLICATION permissions to read-only user
2. Enable logical replication on your Postgres database
3. Create a replication slot on your Postgres database
4. Create publication and replication identities for each Postgres table
5. Enable CDC replication in the Airbyte UI

Step 1: Prepopulate your Postgres source configuration

We recommend following the steps in the quick start section to confirm that Airbyte can connect to your Postgres database prior to configuring CDC settings.

For CDC, you must connect to primary/master databases. Pointing the connector configuration to replica database hosts for CDC will lead to failures.

Step 2: Provide additional permissions to read-only user

To configure CDC for the Postgres source connector, grant REPLICATION permissions to the user created in step 1 of the quick start:

ALTER USER <user_name> REPLICATION;

Step 3: Enable logical replication on your Postgres database

To enable logical replication on bare metal, VMs (EC2/GCE/etc), or Docker, configure the following parameters in the postgresql.conf file for your Postgres database:

Parameter	Description	Set value to
wal_level	Type of coding used within the Postgres write-ahead log	logical
max_wal_senders	The maximum number of processes used for handling WAL changes	min: 1
max_replication_slots	The maximum number of replication slots that are allowed to stream WAL changes	1 (if Airbyte is the only service reading subscribing to WAL changes. More than 1 if other services are also reading from the WAL)

To enable logical replication on AWS Postgres RDS or Aurora:

• Go to the Configuration tab for your DB cluster.
• Find your cluster parameter group. Either edit the parameters for this group or create a copy of this parameter group to edit. If you create a copy, change your cluster's parameter group before restarting.
• Within the parameter group page, search for rds.logical_replication. Select this row and click Edit parameters. Set this value to 1.
• Wait for a maintenance window to automatically restart the instance or restart it manually.

To enable logical replication on Azure Database for Postgres, change the replication mode of your Postgres DB on Azure to logical using the replication menu of your PostgreSQL instance in the Azure Portal. Alternatively, use the Azure CLI to run the following command:

az postgres server configuration set --resource-group group --server-name server --name azure.replication_support --value logical
az postgres server restart --resource-group group --name server

Step 4: Create a replication slot on your Postgres database

Airbyte requires a replication slot configured only for its use. Only one source should be configured that uses this replication slot.

For this step, Airbyte requires use of the pgoutput plugin. To create a replication slot called airbyte_slot using pgoutput, run as the user with the newly granted REPLICATION role:

SELECT pg_create_logical_replication_slot('airbyte_slot', 'pgoutput');

The output of this command will include the name of the replication slot to fill into the Airbyte source setup page.

Step 5: Create publication and replication identities for each Postgres table

For each table you want to replicate with CDC, follow the steps below:

1. Add the replication identity (the method of distinguishing between rows) for each table you want to replicate:

ALTER TABLE tbl1 REPLICA IDENTITY DEFAULT;

In rare cases, if your tables use data types that support TOAST or have very large field values, consider instead using replica identity type full: ALTER TABLE tbl1 REPLICA IDENTITY FULL;.

2. Create the Postgres publication. You should include all tables you want to replicate as part of the publication:

CREATE PUBLICATION airbyte_publication FOR TABLE <tbl1, tbl2, tbl3>;`

The publication name is customizable. Refer to the Postgres docs if you need to add or remove tables from your publication in the future.

note

The Airbyte UI currently allows selecting any tables for CDC. If a table is selected that is not part of the publication, it will not be replicated even though it is selected. If a table is part of the publication but does not have a replication identity, that replication identity will be created automatically on the first run if the Airbyte user has the necessary permissions.

Step 6: Enable CDC replication in Airbyte UI

In your Postgres source, change the replication mode to Logical Replication (CDC), and enter the replication slot and publication you just created.

Postgres Replication Methods

The Postgres source currently offers 3 methods of replicating updates to your destination: CDC, xmin and standard (with a user defined cursor). Both CDC and xmin are the most reliable methods of updating your data.

CDC

Airbyte uses logical replication of the Postgres write-ahead log (WAL) to incrementally capture deletes using a replication plugin. To learn more how Airbyte implements CDC, refer to Change Data Capture (CDC). We recommend configuring your Postgres source with CDC when:

• You need a record of deletions.
• You have a very large database (500 GB or more).
• Your table has a primary key but doesn't have a reasonable cursor field for incremental syncing (updated_at).

If your goal is to maintain a snapshot of your table in the destination but the limitations prevent you from using CDC, consider using the xmin replication method.

Xmin

Xmin replication is the new cursor-less replication method for Postgres. Cursorless syncs enable syncing new or updated rows without explicitly choosing a cursor field. The xmin system column which (available in all Postgres databases) is used to track inserts and updates to your source data.

This is a good solution if:

• There is not a well-defined cursor candidate to use for Standard incremental mode.
• You want to replace a previously configured full-refresh sync.
• You are replicating Postgres tables less than 500GB.
• You are not replicating non-materialized views. Non-materialized views are not supported by xmin replication.

Connecting with SSL or SSH Tunneling

SSL Modes

Airbyte Cloud uses SSL by default. You are not permitted to disable SSL while using Airbyte Cloud.

Here is a breakdown of available SSL connection modes:

• disable to disable encrypted communication between Airbyte and the source
• allow to enable encrypted communication only when required by the source
• prefer to allow unencrypted communication only when the source doesn't support encryption
• require to always require encryption. Note: The connection will fail if the source doesn't support encryption.
• verify-ca to always require encryption and verify that the source has a valid SSL certificate
• verify-full to always require encryption and verify the identity of the source

SSH Tunneling

If you are using SSH tunneling, as Airbyte Cloud requires encrypted communication, select SSH Key Authentication or Password Authentication if you selected disable, allow, or prefer as the SSL Mode; otherwise, the connection will fail.

For SSH Tunnel Method, select:

• No Tunnel for a direct connection to the database
• SSH Key Authentication to use an RSA Private as your secret for establishing the SSH tunnel
• Password Authentication to use a password as your secret for establishing the SSH tunnel

Connect via SSH Tunnel

You can connect to a Postgres instance via an SSH tunnel.

When using an SSH tunnel, you are configuring Airbyte to connect to an intermediate server (also called a bastion or a jump server) that has direct access to the database. Airbyte connects to the bastion and then asks the bastion to connect directly to the server.

To connect to a Postgres instance via an SSH tunnel:

1. While setting up the Postgres source connector, from the SSH tunnel dropdown, select:
   • SSH Key Authentication to use a private as your secret for establishing the SSH tunnel
   • Password Authentication to use a password as your secret for establishing the SSH Tunnel
2. For SSH Tunnel Jump Server Host, enter the hostname or IP address for the intermediate (bastion) server that Airbyte will connect to.
3. For SSH Connection Port, enter the port on the bastion server. The default port for SSH connections is 22.
4. For SSH Login Username, enter the username to use when connecting to the bastion server. Note: This is the operating system username and not the Postgres username.
5. For authentication:
   • If you selected SSH Key Authentication, set the SSH Private Key to the private Key that you are using to create the SSH connection.
   • If you selected Password Authentication, enter the password for the operating system user to connect to the bastion server. Note: This is the operating system password and not the Postgres password.

Generating a private key for SSH Tunneling

The connector supports any SSH compatible key format such as RSA or Ed25519. To generate an RSA key, for example, run:

ssh-keygen -t rsa -m PEM -f myuser_rsa

The command produces the private key in PEM format and the public key remains in the standard format used by the authorized_keys file on your bastion server. Add the public key to your bastion host to the user you want to use with Airbyte. The private key is provided via copy-and-paste to the Airbyte connector configuration screen to allow it to log into the bastion server.

Limitations & Troubleshooting

To see connector limitations, or troubleshoot your Postgres connector, see more in our Postgres troubleshooting guide.

Data type mapping

According to Postgres documentation, Postgres data types are mapped to the following data types when synchronizing data. You can check the test values examples here. If you can't find the data type you are looking for or have any problems feel free to add a new test!

Postgres Type	Resulting Type	Notes
bigint	number
bigserial, serial8	number
bit	string	Fixed-length bit string (e.g. "0100").
bit varying, varbit	string	Variable-length bit string (e.g. "0100").
boolean, bool	boolean
box	string
bytea	string	Variable length binary string with hex output format prefixed with "\x" (e.g. "\x6b707a").
character, char	string
character varying, varchar	string
cidr	string
circle	string
date	string	Parsed as ISO8601 date time at midnight. CDC mode doesn't support era indicators. Issue: #14590
double precision, float, float8	number	Infinity, -Infinity, and NaN are not supported and converted to null. Issue: #8902.
hstore	string
inet	string
integer, int, int4	number
interval	string
json	string
jsonb	string
line	string
lseg	string
macaddr	string
macaddr8	string
money	number
numeric, decimal	number	Infinity, -Infinity, and NaN are not supported and converted to null. Issue: #8902.
path	string
pg_lsn	string
point	string
polygon	string
real, float4	number
smallint, int2	number
smallserial, serial2	number
serial, serial4	number
text	string
time	string	Parsed as a time string without a time-zone in the ISO-8601 calendar system.
timetz	string	Parsed as a time string with time-zone in the ISO-8601 calendar system.
timestamp	string	Parsed as a date-time string without a time-zone in the ISO-8601 calendar system.
timestamptz	string	Parsed as a date-time string with time-zone in the ISO-8601 calendar system.
tsquery	string
tsvector	string
uuid	string
xml	string
enum	string
tsrange	string
array	array	E.g. "[\"10001\",\"10002\",\"10003\",\"10004\"]".
composite type	string

Changelog

Version	Date	Pull Request	Subject
3.1.11	2023-10-11	31322	Correct pevious release
3.1.10	2023-09-29	30806	Cap log line length to 32KB to prevent loss of records.
3.1.9	2023-09-25	30534	Fix JSONB[] column type handling bug.
3.1.8	2023-09-20	30125	Improve initial load performance for older versions of PostgreSQL.
3.1.7	2023-09-05	29672	Handle VACUUM happening during initial sync
3.1.6	2023-08-24	29821	Set replication_method display_type to radio, update titles and descriptions, and make CDC the default choice
3.1.5	2023-08-22	29534	Support "options" JDBC URL parameter
3.1.4	2023-08-21	28687	Under the hood: Add dependency on Java CDK v0.0.2.
3.1.3	2023-08-03	28708	Enable checkpointing snapshots in CDC connections
3.1.2	2023-08-01	28954	Fix an issue that prevented use of tables with names containing uppercase letters
3.1.1	2023-07-31	28892	Fix an issue that prevented use of cursor columns with names containing uppercase letters
3.1.0	2023-07-25	28339	Checkpointing initial load for incremental syncs: enabled for xmin and cursor based only.
3.0.2	2023-07-18	28336	Add full-refresh mode back to Xmin syncs.
3.0.1	2023-07-14	28345	Increment patch to trigger a rebuild
3.0.0	2023-07-12	27442	Set _ab_cdc_lsn as the source defined cursor for CDC mode to prepare for Destination v2 normalization
2.1.1	2023-07-06	26723	Add new xmin replication method.
2.1.0	2023-06-26	27737	License Update: Elv2
2.0.34	2023-06-20	27212	Fix silent exception swallowing in StreamingJdbcDatabase
2.0.33	2023-06-01	26873	Add prepareThreshold=0 to JDBC url to mitigate PGBouncer prepared statement [X] already exists.
2.0.32	2023-05-31	26810	Remove incremental sync estimate from Postgres to increase performance.
2.0.31	2023-05-25	26633	Collect and log information related to full vacuum operation in db
2.0.30	2023-05-25	26473	CDC : Limit queue size
2.0.29	2023-05-18	25898	Translate Numeric values without decimal, e.g: NUMERIC(38,0), as BigInt instead of Double
2.0.28	2023-04-27	25401	CDC : Upgrade Debezium to version 2.2.0
2.0.27	2023-04-26	24971	Emit stream status updates
2.0.26	2023-04-26	25560	Revert some logging changes
2.0.25	2023-04-24	25459	Better logging formatting
2.0.24	2023-04-19	25345	Logging : Log database indexes per stream
2.0.23	2023-04-19	24582	CDC : Enable frequent state emission during incremental syncs + refactor for performance improvement
2.0.22	2023-04-17	25220	Logging changes : Log additional metadata & clean up noisy logs
2.0.21	2023-04-12	25131	Make Client Certificate and Client Key always show
2.0.20	2023-04-11	24859	Removed SSL toggle and rely on SSL mode dropdown to enable/disable SSL
2.0.19	2023-04-11	24656	CDC minor refactor
2.0.18	2023-04-06	24820	Fix data loss bug during an initial failed non-CDC incremental sync
2.0.17	2023-04-05	24622	Allow streams not in CDC publication to be synced in Full-refresh mode
2.0.16	2023-04-05	24895	Fix spec for cloud
2.0.15	2023-04-04	24833	Fix Debezium retry policy configuration
2.0.14	2023-04-03	24609	Disallow the "disable" SSL Modes
2.0.13	2023-03-28	24166	Fix InterruptedException bug during Debezium shutdown
2.0.12	2023-03-27	24529	Add CDC checkpoint state messages
2.0.11	2023-03-23	24446	Set default SSL Mode to require in strict-encrypt
2.0.10	2023-03-23	24417	Add field groups and titles to improve display of connector setup form
2.0.9	2023-03-22	20760	Removed redundant date-time datatypes formatting
2.0.8	2023-03-22	24255	Add field groups and titles to improve display of connector setup form
2.0.7	2023-03-21	24207	Fix incorrect schema change warning in CDC mode
2.0.6	2023-03-21	24271	Fix NPE in CDC mode
2.0.5	2023-03-21	21533	Add integration with datadog
2.0.4	2023-03-21	24147	Fix error with CDC checkpointing
2.0.3	2023-03-14	24000	Removed check method call on read.
2.0.2	2023-03-13	23112	Add state checkpointing for CDC sync.
2.0.0	2023-03-06	23112	Upgrade Debezium version to 2.1.2
1.0.51	2023-03-02	23642	Revert : Support JSONB datatype for Standard sync mode
1.0.50	2023-02-27	21695	Support JSONB datatype for Standard sync mode
1.0.49	2023-02-24	23383	Fixed bug with non readable double-quoted values within a database name or column name
1.0.48	2023-02-23	22623	Increase max fetch size of JDBC streaming mode
1.0.47	2023-02-22	22221	Fix previous versions which doesn't verify privileges correctly, preventing CDC syncs to run.
1.0.46	2023-02-21	23105	Include log levels and location information (class, method and line number) with source connector logs published to Airbyte Platform.
1.0.45	2023-02-09	22221	Ensures that user has required privileges for CDC syncs.
	2023-02-15	23028
1.0.44	2023-02-06	22221	Exclude new set of system tables when using pg_stat_statements extension.
1.0.43	2023-02-06	21634	Improve Standard sync performance by caching objects.
1.0.42	2023-01-23	21523	Check for null in cursor values before replacing.
1.0.41	2023-01-25	20939	Adjust batch selection memory limits databases.
1.0.40	2023-01-24	21825	Put back the original change that will cause an incremental sync to error if table contains a NULL value in cursor column.
1.0.39	2023-01-20	21683	Speed up esmtimates for trace messages in non-CDC mode.
1.0.38	2023-01-17	20436	Consolidate date/time values mapping for JDBC sources
1.0.37	2023-01-17	20783	Emit estimate trace messages for non-CDC mode.
1.0.36	2023-01-11	21003	Handle null values for array data types in CDC mode gracefully.
1.0.35	2023-01-04	20469	Introduce feature to make LSN commit behaviour configurable.
1.0.34	2022-12-13	20378	Improve descriptions
1.0.33	2022-12-12	18959	CDC : Don't timeout if snapshot is not complete.
1.0.32	2022-12-12	20192	Only throw a warning if cursor column contains null values.
1.0.31	2022-12-02	19889	Check before each sync and stop if an incremental sync cursor column contains a null value.
	2022-12-02	19985	Reenable incorrectly-disabled wal2json CDC plugin
1.0.30	2022-11-29	19024	Skip tables from schema where user do not have Usage permission during discovery.
1.0.29	2022-11-29	19623	Mark PSQLException related to using replica that is configured as a hot standby server as config error.
1.0.28	2022-11-28	19514	Adjust batch selection memory limits databases.
1.0.27	2022-11-28	16990	Handle arrays data types
1.0.26	2022-11-18	19551	Fixes bug with ssl modes
1.0.25	2022-11-16	19004	Use Debezium heartbeats to improve CDC replication of large databases.
1.0.24	2022-11-07	19291	Default timeout is reduced from 1 min to 10sec
1.0.23	2022-11-07	19025	Stop enforce SSL if ssl mode is disabled
1.0.22	2022-10-31	18538	Encode database name
1.0.21	2022-10-25	18256	Disable allow and prefer ssl modes in CDC mode
1.0.20	2022-10-25	18383	Better SSH error handling + messages
1.0.19	2022-10-21	18263	Fixes bug introduced in 15833 and adds better error messaging for SSH tunnel in Destinations
1.0.18	2022-10-19	18087	Better error messaging for configuration errors (SSH configs, choosing an invalid cursor)
1.0.17	2022-10-17	18041	Fixes bug introduced 2022-09-12 with SshTunnel, handles iterator exception properly
1.0.16	2022-10-13	15535	Update incremental query to avoid data missing when new data is inserted at the same time as a sync starts under non-CDC incremental mode
1.0.15	2022-10-11	17782	Handle 24:00:00 value for Time column
1.0.14	2022-10-03	17515	Fix an issue preventing connection using client certificate
1.0.13	2022-10-01	17459	Upgrade debezium version to 1.9.6 from 1.9.2
1.0.12	2022-09-27	17299	Improve error handling for strict-encrypt postgres source
1.0.11	2022-09-26	17131	Allow nullable columns to be used as cursor
1.0.10	2022-09-14	15668	Wrap logs in AirbyteLogMessage
1.0.9	2022-09-13	16657	Improve CDC record queueing performance
1.0.8	2022-09-08	16202	Adds error messaging factory to UI
1.0.7	2022-08-30	16114	Prevent traffic going on an unsecured channel in strict-encryption version of source postgres
1.0.6	2022-08-30	16138	Remove unnecessary logging
1.0.5	2022-08-25	15993	Add support for connection over SSL in CDC mode
1.0.4	2022-08-23	15877	Fix temporal data type bug which was causing failure in CDC mode
1.0.3	2022-08-18	14356	DB Sources: only show a table can sync incrementally if at least one column can be used as a cursor field
1.0.2	2022-08-11	15538	Allow additional properties in db stream state
1.0.1	2022-08-10	15496	Fix state emission in incremental sync
	2022-08-10	15481	Fix data handling from WAL logs in CDC mode
1.0.0	2022-08-05	15380	Change connector label to generally_available (requires upgrading your Airbyte platform to v0.40.0-alpha)
0.4.44	2022-08-05	15342	Adjust titles and descriptions in spec.json
0.4.43	2022-08-03	15226	Make connectionTimeoutMs configurable through JDBC url parameters
0.4.42	2022-08-03	15273	Fix a bug in 0.4.36 and correctly parse the CDC initial record waiting time
0.4.41	2022-08-03	15077	Sync data from beginning if the LSN is no longer valid in CDC
	2022-08-03	14903	Emit state messages more frequently (⛔ this version has a bug; use 1.0.1 instead
0.4.40	2022-08-03	15187	Add support for BCE dates/timestamps
	2022-08-03	14534	Align regular and CDC integration tests and data mappers
0.4.39	2022-08-02	14801	Fix multiple log bindings
0.4.38	2022-07-26	14362	Integral columns are now discovered as int64 fields.
0.4.37	2022-07-22	14714	Clarified error message when invalid cursor column selected
0.4.36	2022-07-21	14451	Make initial CDC waiting time configurable (⛔ this version has a bug and will not work; use 0.4.42 instead)
0.4.35	2022-07-14	14574	Removed additionalProperties:false from JDBC source connectors
0.4.34	2022-07-17	13840	Added the ability to connect using different SSL modes and SSL certificates.
0.4.33	2022-07-14	14586	Validate source JDBC url parameters
0.4.32	2022-07-07	14694	Force to produce LEGACY state if the use stream capable feature flag is set to false
0.4.31	2022-07-07	14447	Under CDC mode, retrieve only those tables included in the publications
0.4.30	2022-06-30	14251	Use more simple and comprehensive query to get selectable tables
0.4.29	2022-06-29	14265	Upgrade postgresql JDBC version to 42.3.5
0.4.28	2022-06-23	14077	Use the new state management
0.4.26	2022-06-17	13864	Updated stacktrace format for any trace message errors
0.4.25	2022-06-15	13823	Publish adaptive postgres source that enforces ssl on cloud + Debezium version upgrade to 1.9.2 from 1.4.2
0.4.24	2022-06-14	13549	Fixed truncated precision if the value of microseconds or seconds is 0
0.4.23	2022-06-13	13655	Fixed handling datetime cursors when upgrading from older versions of the connector
0.4.22	2022-06-09	13655	Fixed bug with unsupported date-time datatypes during incremental sync
0.4.21	2022-06-06	13435	Adjust JDBC fetch size based on max memory and max row size
0.4.20	2022-06-02	13367	Added convertion hstore to json format
0.4.19	2022-05-25	13166	Added timezone awareness and handle BC dates
0.4.18	2022-05-25	13083	Add support for tsquey type
0.4.17	2022-05-19	13016	CDC modify schema to allow null values
0.4.16	2022-05-14	12840	Added custom JDBC parameters field
0.4.15	2022-05-13	12834	Fix the bug that the connector returns empty catalog for Azure Postgres database
0.4.14	2022-05-08	12689	Add table retrieval according to role-based SELECT privilege
0.4.13	2022-05-05	10230	Explicitly set null value for field in json
0.4.12	2022-04-29	12480	Query tables with adaptive fetch size to optimize JDBC memory consumption
0.4.11	2022-04-11	11729	Bump mina-sshd from 2.7.0 to 2.8.0
0.4.10	2022-04-08	11798	Fixed roles for fetching materialized view processing
0.4.8	2022-02-21	10242	Fixed cursor for old connectors that use non-microsecond format. Now connectors work with both formats
0.4.7	2022-02-18	10242	Updated timestamp transformation with microseconds
0.4.6	2022-02-14	10256	(unpublished) Add -XX:+ExitOnOutOfMemoryError JVM option
0.4.5	2022-02-08	10173	Improved discovering tables in case if user does not have permissions to any table
0.4.4	2022-01-26	9807	Update connector fields title/description
0.4.3	2022-01-24	9554	Allow handling of java sql date in CDC
0.4.2	2022-01-13	9360	Added schema selection
0.4.1	2022-01-05	9116	Added materialized views processing
0.4.0	2021-12-13	8726	Support all Postgres types
0.3.17	2021-12-01	8371	Fixed incorrect handling "\n" in ssh key
0.3.16	2021-11-28	7995	Fixed money type with amount > 1000
0.3.15	2021-11-26	8066	Fixed the case, when Views are not listed during schema discovery
0.3.14	2021-11-17	8010	Added checking of privileges before table internal discovery
0.3.13	2021-10-26	7339	Support or improve support for Interval, Money, Date, various geometric data types, inventory_items, and others
0.3.12	2021-09-30	6585	Improved SSH Tunnel key generation steps
0.3.11	2021-09-02	5742	Add SSH Tunnel support
0.3.9	2021-08-17	5304	Fix CDC OOM issue
0.3.8	2021-08-13	4699	Added json config validator
0.3.4	2021-06-09	3973	Add AIRBYTE_ENTRYPOINT for Kubernetes support
0.3.3	2021-06-08	3960	Add method field in specification parameters
0.3.2	2021-05-26	3179	Remove isCDC logging
0.3.1	2021-04-21	2878	Set defined cursor for CDC
0.3.0	2021-04-21	2990	Support namespaces
0.2.7	2021-04-16	2923	SSL spec as optional
0.2.6	2021-04-16	2757	Support SSL connection
0.2.5	2021-04-12	2859	CDC bugfix
0.2.4	2021-04-09	2548	Support CDC
0.2.3	2021-03-28	2600	Add NCHAR and NVCHAR support to DB and cursor type casting
0.2.2	2021-03-26	2460	Destination supports destination sync mode
0.2.1	2021-03-18	2488	Sources support primary keys
0.2.0	2021-03-09	2238	Protocol allows future/unknown properties
0.1.13	2021-02-02	1887	Migrate AbstractJdbcSource to use iterators
0.1.12	2021-01-25	1746	Fix NPE in State Decorator
0.1.11	2021-01-25	1765	Add field titles to specification
0.1.10	2021-01-19	1724	Fix JdbcSource handling of tables with same names in different schemas
0.1.9	2021-01-14	1655	Fix JdbcSource OOM
0.1.8	2021-01-13	1588	Handle invalid numeric values in JDBC source
0.1.7	2021-01-08	1307	Migrate Postgres and MySql to use new JdbcSource
0.1.6	2020-12-09	1172	Support incremental sync
0.1.5	2020-11-30	1038	Change JDBC sources to discover more than standard schemas
0.1.4	2020-11-30	1046	Add connectors using an index YAML file