Delta Lake Data Connector
Query/accelerate Delta Lake tables in Spice.
datasets:
- from: delta_lake:s3://my_bucket/path/to/s3/delta/table/
name: my_delta_lake_table
params:
delta_lake_aws_access_key_id: ${secrets:aws_access_key_id}
delta_lake_aws_secret_access_key: ${secrets:aws_secret_access_key}
Configuration​
from
​
The from
field for the Delta Lake connector takes the form of delta_lake:path
where path
is any supported path, either local or to a cloud storage location. See the examples section below.
name
​
The dataset name. This will be used as the table name within Spice.
Example:
datasets:
- from: delta_lake:s3://my_bucket/path/to/s3/delta/table/
name: cool_dataset
params:
...
SELECT COUNT(*) FROM cool_dataset;
+----------+
| count(*) |
+----------+
| 6001215 |
+----------+
params
​
Use the secret replacement syntax to reference a secret, e.g. ${secrets:aws_access_key_id}
.
Parameter Name | Description |
---|---|
client_timeout | Optional. Specifies timeout for object store operations. Default value is 30s . E.g. client_timeout: 60s |
Delta Lake object store parameters​
AWS S3​
Parameter Name | Description |
---|---|
delta_lake_aws_region | Optional. The AWS region for the S3 object store. E.g. us-west-2 . |
delta_lake_aws_access_key_id | The access key ID for the S3 object store. |
delta_lake_aws_secret_access_key | The secret access key for the S3 object store. |
delta_lake_aws_endpoint | Optional. The endpoint for the S3 object store. E.g. s3.us-west-2.amazonaws.com . |
Azure Blob​
One of the following auth values must be provided for Azure Blob:
delta_lake_azure_storage_account_key
,delta_lake_azure_storage_client_id
andazure_storage_client_secret
, ordelta_lake_azure_storage_sas_key
.
Parameter Name | Description |
---|---|
delta_lake_azure_storage_account_name | The Azure Storage account name. |
delta_lake_azure_storage_account_key | The Azure Storage master key for accessing the storage account. |
delta_lake_azure_storage_client_id | The service principal client id for accessing the storage account. |
delta_lake_azure_storage_client_secret | The service principal client secret for accessing the storage account. |
delta_lake_azure_storage_sas_key | The shared access signature key for accessing the storage account. |
delta_lake_azure_storage_endpoint | Optional. The endpoint for the Azure Blob storage account. |
Google Storage (GCS)​
Parameter Name | Description |
---|---|
google_service_account | Filesystem path to the Google service account JSON key file. |
Examples​
Delta Lake + Local​
- from: delta_lake:/path/to/local/delta/table # A local filesystem path to a Delta Lake table
name: my_delta_lake_table
Delta Lake + S3​
- from: delta_lake:s3://my_bucket/path/to/s3/delta/table/ # A reference to a table in S3
name: my_delta_lake_table
params:
delta_lake_aws_region: us-west-2 # Optional
delta_lake_aws_access_key_id: ${secrets:aws_access_key_id}
delta_lake_aws_secret_access_key: ${secrets:aws_secret_access_key}
delta_lake_aws_endpoint: s3.us-west-2.amazonaws.com # Optional
Delta Lake + Azure Blob​
- from: delta_lake:abfss://my_container@my_account.dfs.core.windows.net/path/to/azure/delta/table/ # A reference to a table in Azure Blob
name: my_delta_lake_table
params:
# Account Name + Key
delta_lake_azure_storage_account_name: my_account
delta_lake_azure_storage_account_key: ${secrets:my_key}
# OR Service Principal + Secret
delta_lake_azure_storage_client_id: my_client_id
delta_lake_azure_storage_client_secret: ${secrets:my_secret}
# OR SAS Key
delta_lake_azure_storage_sas_key: my_sas_key
Delta Lake + Google Storage​
params:
delta_lake_google_service_account_path: /path/to/service-account.json
Secrets​
Spice integrates with multiple secret stores to help manage sensitive data securely. For detailed information on supported secret stores, refer to the secret stores documentation. Additionally, learn how to use referenced secrets in component parameters by visiting the using referenced secrets guide.