Microsoft SQL Server (MSSQL)
Features
Feature | Supported | Notes |
---|---|---|
Full Refresh Sync | Yes | |
Incremental Sync - Append | Yes | |
Replicate Incremental Deletes | Yes | |
CDC (Change Data Capture) | Yes | |
SSL Support | Yes | |
SSH Tunnel Connection | Yes | |
Namespaces | Yes | Enabled by default |
The MSSQL source does not alter the schema present in your database. Depending on the destination connected to this source, however, the schema may be altered. See the destination's documentation for more details.
Troubleshooting
You may run into an issue where the connector provides wrong values for some data types. See discussion on unexpected behaviour for certain datatypes.
Note: Currently hierarchyid and sql_variant are not processed in CDC migration type (not supported by debezium). For more details please check this ticket
Getting Started (Airbyte Cloud)
On Airbyte Cloud, only TLS connections to your MSSQL instance are supported in source configuration. Other than that, you can proceed with the open-source instructions below.
Getting Started (Airbyte Open Source)
Requirements
- MSSQL Server
Azure SQL Database
,Azure Synapse Analytics
,Azure SQL Managed Instance
,SQL Server 2019
,SQL Server 2017
,SQL Server 2016
,SQL Server 2014
,SQL Server 2012
,PDW 2008R2 AU34
. - Create a dedicated read-only Airbyte user with access to all tables needed for replication
- If you want to use CDC, please see the relevant section below for further setup requirements
1. Make sure your database is accessible from the machine running Airbyte
This is dependent on your networking setup. The easiest way to verify if Airbyte is able to connect to your MSSQL instance is via the check connection tool in the UI.
2. Create a dedicated read-only user with access to the relevant tables (Recommended but optional)
This step is optional but highly recommended to allow for better permission control and auditing. Alternatively, you can use Airbyte with an existing user in your database.
Coming soon: suggestions on how to create this user.
3. Your database user should now be ready for use with Airbyte!
Change Data Capture (CDC)
We use SQL Server's change data capture feature to capture row-level INSERT
, UPDATE
and DELETE
operations that occur on cdc-enabled tables.
Some extra setup requiring at least db_owner permissions on the database(s) you intend to sync from will be required (detailed below).
Please read the CDC docs for an overview of how Airbyte approaches CDC.
Should I use CDC for MSSQL?
- If you need a record of deletions and can accept the limitations posted below, CDC is the way to go!
- If your data set is small and/or you just want a snapshot of your table in the destination, consider using Full Refresh replication for your table instead of CDC.
- If the limitations below prevent you from using CDC and your goal is to maintain a snapshot of your table in the destination, consider using non-CDC incremental and occasionally reset the data and re-sync.
- If your table has a primary key but doesn't have a reasonable cursor field for incremental syncing (i.e.
updated_at
), CDC allows you to sync your table incrementally.
CDC Config
Parameter | Type | Default | Description |
---|---|---|---|
Data to Sync | Enum: Existing and New , New Changes Only | Existing and New | What data should be synced under the CDC. Existing and New will read existing data as a snapshot, and sync new changes through CDC. New Changes Only will skip the initial snapshot, and only sync new changes through CDC. See documentation here for details. Under the hood, this parameter sets the snapshot.mode in Debezium. |
Snapshot Isolation Level | Enum: Snapshot , Read Committed | Snapshot | Mode to control which transaction isolation level is used and how long the connector locks tables that are designated for capture. If you don't know which one to choose, just use the default one. See documentation here for details. Under the hood, this parameter sets the snapshot.isolation.mode in Debezium. |
CDC Limitations
- Make sure to read our CDC docs to see limitations that impact all databases using CDC replication.
- There are some critical issues regarding certain datatypes. Please find detailed info in this Github issue.
- CDC is only available for SQL Server 2016 Service Pack 1 (SP1) and later.
- db_owner (or higher) permissions are required to perform the neccessary setup for CDC.
- If you set
Initial Snapshot Isolation Level
toSnapshot
, you must enable snapshot isolation mode on the database(s) you want to sync. This is used for retrieving an initial snapshot without locking tables. - For SQL Server Always On read-only replica, only
Snapshot
initial snapshot isolation level is supported. - On Linux, CDC is not supported on versions earlier than SQL Server 2017 CU18 (SQL Server 2019 is supported).
- Change data capture cannot be enabled on tables with a clustered columnstore index. (It can be enabled on tables with a non-clustered columnstore index).
- The SQL Server CDC feature processes changes that occur in user-created tables only. You cannot enable CDC on the SQL Server master database.
- Using variables with partition switching on databases or tables with change data capture (CDC) is not supported for the
ALTER TABLE
...SWITCH TO
...PARTITION
... statement - Our implementation has not been tested with managed instances, such as Azure SQL Database (we welcome any feedback from users who try this!)
- If you do want to try this, CDC can only be enabled on Azure SQL databases tiers above Standard 3 (S3+). Basic, S0, S1 and S2 tiers are not supported for CDC.
- Our CDC implementation uses at least once delivery for all change records.
- Read more on CDC limitations in the Microsoft docs.
Setting up CDC for MSSQL
1. Enable CDC on database and tables
MS SQL Server provides some built-in stored procedures to enable CDC.
-
To enable CDC, a SQL Server administrator with the necessary privileges (db_owner or sysadmin) must first run a query to enable CDC at the database level.
USE {database name}
GO
EXEC sys.sp_cdc_enable_db
GO -
The administrator must then enable CDC for each table that you want to capture. Here's an example:
USE {database name}
GO
EXEC sys.sp_cdc_enable_table
@source_schema = N'{schema name}',
@source_name = N'{table name}',
@role_name = N'{role name}', [1]
@filegroup_name = N'{filegroup name}', [2]
@supports_net_changes = 0 [3]
GO- [1] Specifies a role which will gain
SELECT
permission on the captured columns of the source table. We suggest putting a value here so you can use this role in the next step but you can also set the value of @rolename toNULL
to allow only _sysadmin and db_owner to have access. Be sure that the credentials used to connect to the source in Airbyte align with this role so that Airbyte can access the cdc tables. - [2] Specifies the filegroup where SQL Server places the change table. We recommend creating a separate filegroup for CDC but you can leave this parameter out to use the default filegroup.
- [3] If 0, only the support functions to query for all changes are generated. If 1, the functions that are needed to query for net changes are also generated. If supports_net_changes is set to 1, index_name must be specified, or the source table must have a defined primary key.
- [1] Specifies a role which will gain
-
(For more details on parameters, see the Microsoft doc page for this stored procedure).
-
If you have many tables to enable CDC on and would like to avoid having to run this query one-by-one for every table, this script might help!
For further detail, see the Microsoft docs on enabling and disabling CDC.
2. Enable snapshot isolation
-
When a sync runs for the first time using CDC, Airbyte performs an initial consistent snapshot of your database. To avoid acquiring table locks, Airbyte uses snapshot isolation, allowing simultaneous writes by other database clients. This must be enabled on the database like so:
ALTER DATABASE {database name}
SET ALLOW_SNAPSHOT_ISOLATION ON;
3. Create a user and grant appropriate permissions
-
Rather than use sysadmin or db_owner credentials, we recommend creating a new user with the relevant CDC access for use with Airbyte. First let's create the login and user and add to the db_datareader role:
USE {database name};
CREATE LOGIN {user name}
WITH PASSWORD = '{password}';
CREATE USER {user name} FOR LOGIN {user name};
EXEC sp_addrolemember 'db_datareader', '{user name}';-
Add the user to the role specified earlier when enabling cdc on the table(s):
EXEC sp_addrolemember '{role name}', '{user name}';
-
This should be enough access, but if you run into problems, try also directly granting the user
SELECT
access on the cdc schema:USE {database name};
GRANT SELECT ON SCHEMA :: [cdc] TO {user name}; -
If feasible, granting this user 'VIEW SERVER STATE' permissions will allow Airbyte to check whether or not the SQL Server Agent is running. This is preferred as it ensures syncs will fail if the CDC tables are not being updated by the Agent in the source database.
USE master;
GRANT VIEW SERVER STATE TO {user name};
-
4. Extend the retention period of CDC data
-
In SQL Server, by default, only three days of data are retained in the change tables. Unless you are running very frequent syncs, we suggest increasing this retention so that in case of a failure in sync or if the sync is paused, there is still some bandwidth to start from the last point in incremental sync.
-
These settings can be changed using the stored procedure sys.sp_cdc_change_job as below:
-- we recommend 14400 minutes (10 days) as retention period
EXEC sp_cdc_change_job @job_type='cleanup', @retention = {minutes} -
After making this change, a restart of the cleanup job is required:
EXEC sys.sp_cdc_stop_job @job_type = 'cleanup';
EXEC sys.sp_cdc_start_job @job_type = 'cleanup';
5. Ensure the SQL Server Agent is running
-
MSSQL uses the SQL Server Agent
for CDC. It is therefore vital that the Agent is operational in order for to CDC to work effectively. You can check
the status of the SQL Server Agent as follows:
EXEC xp_servicecontrol 'QueryState', N'SQLServerAGENT';
-
If you see something other than 'Running.' please follow
the Microsoft docs
to start the service.
Connection to MSSQL via an SSH Tunnel
Airbyte has the ability to connect to a MSSQL instance via an SSH Tunnel. The reason you might want to do this because it is not possible (or against security policy) to connect to the database directly (e.g. it does not have a public IP address).
When using an SSH tunnel, you are configuring Airbyte to connect to an intermediate server (a.k.a. a bastion sever) that does have direct access to the database. Airbyte connects to the bastion and then asks the bastion to connect directly to the server.
Using this feature requires additional configuration, when creating the source. We will talk through what each piece of configuration means.
-
Configure all fields for the source as you normally would, except
SSH Tunnel Method
. -
SSH Tunnel Method
defaults toNo Tunnel
(meaning a direct connection). If you want to use anSSH Tunnel choose
SSH Key Authentication
orPassword Authentication
.-
Choose
Key Authentication
if you will be using an RSA private key as your secret forestablishing the SSH Tunnel (see below for more information on generating this key).
-
Choose
Password Authentication
if you will be using a password as your secret for establishingthe SSH Tunnel.
-
-
SSH Tunnel Jump Server Host
refers to the intermediate (bastion) server that Airbyte will connect to. This shouldbe a hostname or an IP Address.
-
SSH Connection Port
is the port on the bastion server with which to make the SSH connection. The default port forSSH connections is
22
, so unless you have explicitly changed something, go with the default. -
SSH Login Username
is the username that Airbyte should use when connection to the bastion server. This is NOT theMSSQL username.
-
If you are using
Password Authentication
, thenSSH Login Username
should be set to thepassword of the User from the previous step. If you are using
SSH Key Authentication
leave thisblank. Again, this is not the MSSQL password, but the password for the OS-user that Airbyte is
using to perform commands on the bastion.
-
If you are using
SSH Key Authentication
, thenSSH Private Key
should be set to the RSAprivate Key that you are using to create the SSH connection. This should be the full contents of
the key file starting with
-----BEGIN RSA PRIVATE KEY-----
and endingwith
-----END RSA PRIVATE KEY-----
.
Generating an SSH Key Pair
The connector expects an RSA key in PEM format. To generate this key:
ssh-keygen -t rsa -m PEM -f myuser_rsa
This 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 host. The public key should be added to your bastion host to whichever user you want to use with Airbyte. The private key is provided via copy-and-paste to the Airbyte connector configuration screen, so it may log in to the bastion.
Data type mapping
MSSQL 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!
MSSQL Type | Resulting Type | Notes |
---|---|---|
bigint | number | |
binary | string | |
bit | boolean | |
char | string | |
date | date | |
datetime | timestamp | |
datetime2 | timestamp | |
datetimeoffset | timestamp with timezone | |
decimal | number | |
int | number | |
float | number | |
geography | string | |
geometry | string | |
money | number | |
numeric | number | |
ntext | string | |
nvarchar | string | |
nvarchar(max) | string | |
real | number | |
smalldatetime | timestamp | |
smallint | number | |
smallmoney | number | |
sql_variant | string | |
uniqueidentifier | string | |
text | string | |
time | time | |
tinyint | number | |
varbinary | string | |
varchar | string | |
varchar(max) COLLATE Latin1_General_100_CI_AI_SC_UTF8 | string | |
xml | string |
If you do not see a type in this list, assume that it is coerced into a string. We are happy to take feedback on preferred mappings.
Upgrading from 0.4.17 and older versions to 0.4.18 and newer versions
There is a backwards incompatible spec change between Microsoft SQL Source connector versions 0.4.17 and 0.4.18. As part of that spec change
replication_method
configuration parameter was changed to object
from string
.
In Microsoft SQL source connector versions 0.4.17 and older, replication_method
configuration parameter was saved in the configuration database as follows:
"replication_method": "STANDARD"
Starting with version 0.4.18, replication_method
configuration parameter is saved as follows:
"replication_method": {
"method": "STANDARD"
}
After upgrading Microsoft SQL Source connector from 0.4.17 or older version to 0.4.18 or newer version you need to fix source configurations in the actor
table
in Airbyte database. To do so, you need to run two SQL queries. Follow the instructions in Airbyte documentation to
run SQL queries on Airbyte database.
If you have connections with Microsoft SQL Source using Standard replication method, run this SQL:
update public.actor set configuration =jsonb_set(configuration, '{replication_method}', '{"method": "STANDARD"}', true)
WHERE actor_definition_id ='b5ea17b1-f170-46dc-bc31-cc744ca984c1' AND (configuration->>'replication_method' = 'STANDARD');
If you have connections with Microsoft SQL Source using Logicai Replication (CDC) method, run this SQL:
update public.actor set configuration =jsonb_set(configuration, '{replication_method}', '{"method": "CDC"}', true)
WHERE actor_definition_id ='b5ea17b1-f170-46dc-bc31-cc744ca984c1' AND (configuration->>'replication_method' = 'CDC');
Changelog
Version | Date | Pull Request | Subject |
---|---|---|---|
3.7.7 | 2024-03-06 | 35816 | Fix query that was failing on a case sensitive server. |
3.7.6 | 2024-03-04 | 35721 | Fix tests |
3.7.5 | 2024-02-29 | 35739 | Allow configuring the queue size used for cdc events. |
3.7.4 | 2024-02-26 | 35566 | Add config to throw an error on invalid CDC position. |
3.7.3 | 2024-02-23 | 35596 | Fix a logger issue |
3.7.2 | 2024-02-21 | 35368 | Change query syntax to make it compatible with Azure SQL Managed Instance. |
3.7.1 | 2024-02-20 | 35405 | Change query syntax to make it compatible with Azure Synapse. |
3.7.0 | 2024-01-30 | 33311 | Source mssql with checkpointing initial sync. |
3.6.1 | 2024-01-26 | 34573 | Adopt CDK v0.16.0. |
3.6.0 | 2024-01-10 | 33700 | Remove CDC config options for data_to_sync and snapshot isolation. |
3.5.1 | 2024-01-05 | 33510 | Test-only changes. |
3.5.0 | 2023-12-19 | 33071 | Fix SSL configuration parameters |
3.4.1 | 2024-01-02 | 33755 | Encode binary to base64 format |
3.4.0 | 2023-12-19 | 33481 | Remove LEGACY state flag |
3.3.2 | 2023-12-14 | 33505 | Using the released CDK. |
3.3.1 | 2023-12-12 | 33225 | extracting MsSql specific files out of the CDK. |
3.3.0 | 2023-12-12 | 33018 | Migrate to Per-stream/Global states and away from Legacy states |
3.2.1 | 2023-12-11 | 33330 | Parse DatetimeOffset fields with the correct format when used as cursor |
3.2.0 | 2023-12-07 | 33225 | CDC : Enable compression of schema history blob in state. |
3.1.0 | 2023-11-28 | 32882 | Enforce SSL on Airbyte Cloud. |
3.0.2 | 2023-11-27 | 32573 | Format Datetime and Datetime2 datatypes to 6-digit microsecond precision |
3.0.1 | 2023-11-22 | 32656 | Adopt java CDK version 0.5.0. |
3.0.0 | 2023-11-07 | 31531 | Remapped date, smalldatetime, datetime2, time, and datetimeoffset datatype to their correct Airbyte types |
2.0.4 | 2023-11-06 | #32193 | Adopt java CDK version 0.4.1. |
2.0.3 | 2023-10-31 | 32024 | Upgrade to Debezium version 2.4.0. |
2.0.2 | 2023-10-30 | 31960 | Adopt java CDK version 0.2.0. |
2.0.1 | 2023-08-24 | 29821 | Set replication_method display_type to radio, update titles and descriptions, and make CDC the default choice |
2.0.0 | 2023-08-22 | 29493 | Set a default cursor for Cdc mode |
1.1.1 | 2023-07-24 | 28545 | Support Read Committed snapshot isolation level |
1.1.0 | 2023-06-26 | 27737 | License Update: Elv2 |
1.0.19 | 2023-06-20 | 27212 | Fix silent exception swallowing in StreamingJdbcDatabase |
1.0.18 | 2023-06-14 | 27335 | Remove noisy debug logs |
1.0.17 | 2023-05-25 | 26473 | CDC : Limit queue size |
1.0.16 | 2023-05-01 | 25740 | Disable index logging |
1.0.15 | 2023-04-26 | 25401 | CDC : Upgrade Debezium to version 2.2.0 |
1.0.14 | 2023-04-19 | 25345 | Logging : Log database indexes per stream |
1.0.13 | 2023-04-19 | 24582 | CDC : refactor for performance improvement |
1.0.12 | 2023-04-17 | 25220 | Logging changes : Log additional metadata & clean up noisy logs |
1.0.11 | 2023-04-11 | 24656 | CDC minor refactor |
1.0.10 | 2023-04-06 | 24820 | Fix data loss bug during an initial failed non-CDC incremental sync |
1.0.9 | 2023-04-04 | 24833 | Fix Debezium retry policy configuration |
1.0.8 | 2023-03-28 | 24166 | Fix InterruptedException bug during Debezium shutdown |
1.0.7 | 2023-03-27 | 24529 | Preparing the connector for CDC checkpointing |
1.0.6 | 2023-03-22 | 20760 | Removed redundant date-time datatypes formatting |
1.0.5 | 2023-03-21 | 24207 | Fix incorrect schema change warning in CDC mode |
1.0.4 | 2023-03-21 | 24147 | Fix error with CDC checkpointing |
1.0.3 | 2023-03-15 | 24082 | Fixed NPE during cursor values validation |
1.0.2 | 2023-03-14 | 23908 | Log warning on null cursor values |
1.0.1 | 2023-03-10 | 23939 | For network isolation, source connector accepts a list of hosts it is allowed to connect |
1.0.0 | 2023-03-06 | 23112 | Upgrade Debezium version to 2.1.2 |
0.4.29 | 2023-02-24 | 16798 | Add event_serial_no to cdc metadata |
0.4.28 | 2023-01-18 | 21348 | Fix error introduced in 18959 in which option initial_waiting_seconds was removed |
0.4.27 | 2022-12-14 | 20436 | Consolidate date/time values mapping for JDBC sources |
0.4.26 | 2022-12-12 | 18959 | CDC : Don't timeout if snapshot is not complete. |
0.4.25 | 2022-11-04 | 18732 | Upgrade debezium version to 1.9.6 |
0.4.24 | 2022-10-25 | 18383 | Better SSH error handling + messages |
0.4.23 | 2022-10-21 | 18263 | Fixes bug introduced in 15833 and adds better error messaging for SSH tunnel in Destinations |
0.4.22 | 2022-10-19 | 18087 | Better error messaging for configuration errors (SSH configs, choosing an invalid cursor) |
0.4.21 | 2022-10-17 | 18041 | Fixes bug introduced 2022-09-12 with SshTunnel, handles iterator exception properly |
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 | |
0.4.20 | 2022-09-14 | 15668 | Wrap logs in AirbyteLogMessage |
0.4.19 | 2022-09-05 | 16002 | Added ability to specify schemas for discovery during setting connector up |
0.4.18 | 2022-09-03 | 14910 | Standardize spec for CDC replication. Replace the replication_method enum with a config object with a method enum field. |
0.4.17 | 2022-09-01 | 16261 | Emit state messages more frequently |
0.4.16 | 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 |
0.4.15 | 2022-08-11 | 15538 | Allow additional properties in db stream state |
0.4.14 | 2022-08-10 | 15430 | fixed a bug on handling special character on database name |
0.4.13 | 2022-08-04 | 15268 | Added [] enclosing to escape special character in the database name |
0.4.12 | 2022-08-02 | 14801 | Fix multiple log bindings |
0.4.11 | 2022-07-22 | 14714 | Clarified error message when invalid cursor column selected |
0.4.10 | 2022-07-14 | 14574 | Removed additionalProperties:false from JDBC source connectors |
0.4.9 | 2022-07-05 | 14379 | Aligned Normal and CDC migration + added some fixes for datatypes processing |
0.4.8 | 2022-06-24 | 14121 | Omit using 'USE' keyword on Azure SQL with CDC |
0.4.5 | 2022-06-23 | 14077 | Use the new state management |
0.4.3 | 2022-06-17 | 13887 | Increase version to include changes from 13854 |
0.4.2 | 2022-06-06 | 13435 | Adjust JDBC fetch size based on max memory and max row size |
0.4.1 | 2022-05-25 | 13419 | Correct enum for Standard method. |
0.4.0 | 2022-05-25 | 12759 13168 | For CDC, Add option to ignore existing data and only sync new changes from the database. |
0.3.22 | 2022-04-29 | 12480 | Query tables with adaptive fetch size to optimize JDBC memory consumption |
0.3.21 | 2022-04-11 | 11729 | Bump mina-sshd from 2.7.0 to 2.8.0 |
0.3.19 | 2022-03-31 | 11495 | Adds Support to Chinese MSSQL Server Agent |
0.3.18 | 2022-03-29 | 11010 | Adds JDBC Params |
0.3.17 | 2022-02-21 | 10242 | Fixed cursor for old connectors that use non-microsecond format. Now connectors work with both formats |
0.3.16 | 2022-02-18 | 10242 | Updated timestamp transformation with microseconds |
0.3.15 | 2022-02-14 | 10256 | Add -XX:+ExitOnOutOfMemoryError JVM option |
0.3.14 | 2022-01-24 | 9554 | Allow handling of java sql date in CDC |
0.3.13 | 2022-01-07 | 9094 | Added support for missed data types |
0.3.12 | 2021-12-30 | 9206 | Update connector fields title/description |
0.3.11 | 2021-12-24 | 8958 | Add support for JdbcType.ARRAY |
0.3.10 | 2021-12-01 | 8371 | Fixed incorrect handling "\n" in ssh key |
0.3.9 | 2021-11-09 | 7748 | Improve support for binary and varbinary data types |
0.3.8 | 2021-10-26 | 7386 | Fixed data type (smalldatetime, smallmoney) conversion from mssql source |
0.3.7 | 2021-09-30 | 6585 | Improved SSH Tunnel key generation steps |
0.3.6 | 2021-09-17 | 6318 | Added option to connect to DB via SSH |
0.3.4 | 2021-08-13 | 4699 | Added json config validator |
0.3.3 | 2021-07-05 | 4689 | Add CDC support |
0.3.2 | 2021-06-09 | 3179 | Add AIRBYTE_ENTRYPOINT for Kubernetes support |
0.3.1 | 2021-06-08 | 3893 | Enable SSL connection |
0.3.0 | 2021-04-21 | 2990 | Support namespaces |
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 |
0.1.11 | 2021-02-02 | 1887 | Migrate AbstractJdbcSource to use iterators |
0.1.10 | 2021-01-25 | 1746 | Fix NPE in State Decorator |
0.1.9 | 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 |
0.1.6 | 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 |