Επεξεργασία

Κοινή χρήση μέσω

Event Grid data connection

  • Άρθρο

Event Grid ingestion is a pipeline that listens to Azure storage, and updates Azure Data Explorer to pull information when subscribed events occur. Azure Data Explorer offers continuous ingestion from Azure Storage (Blob storage and ADLSv2) with Azure Event Grid subscription for blob created or blob renamed notifications and streaming these notifications to Azure Data Explorer via an Azure Event Hubs.

The Event Grid ingestion pipeline goes through several steps. You create a target table in Azure Data Explorer into which the data in a particular format will be ingested. Then you create an Event Grid data connection in Azure Data Explorer. The Event Grid data connection needs to know events routing information, such as what table to send the data to and the table mapping. You also specify ingestion properties, which describe the data to be ingested, the target table, and the mapping. You can generate sample data and upload blobs or rename blobs to test your connection. Delete blobs after ingestion.

Event Grid ingestion can be managed through the Azure portal, using the ingestion wizard, programmatically with C# or Python, or with the Azure Resource Manager template.

For general information about data ingestion in Azure Data Explorer, see Azure Data Explorer data ingestion overview.

Event Grid data connection authentication mechanisms

  • Managed Identity based data connection (recommended): Using a managed identity-based data connection is the most secure way to connect to data sources. It provides full control over the ability to fetch data from a data source. Setup of an Event Grid data connection using managed identity requires the following steps:

    1. Add a managed identity to your cluster.
    2. Grant permissions to the managed identity on the data source. To fetch data from Azure Storage, the managed identity must have at least Storage Blob Data Reader permissions on the Azure Storage account.
    3. Grant permissions to the managed identity on the event hub. To fetch blob notifications from the event hub, the managed identity must have Azure Event Hubs Data Receiver permissions on the Azure Event Hubs.
    4. Set a managed identity policy on the target databases.
    5. Create a data connection using managed identity authentication to fetch data.

    Caution

    • If the managed identity permissions are removed from the data source, the data connection will no longer work and will be unable to fetch data from the data source.
    • If local authentication is disabled on an existing Event Hubs namespace where blob notifications are streamed, you must use managed identity authentication for the data connection and correctly configure resources. For more information, see Known Event Grid issues.

  • Key-based data connection: If a managed identity authentication is not specified for the data connection, the connection automatically defaults to key-based authentication. Key-based connections fetch data using a resource connection string, such as the Azure Event Hubs connection string. Azure Data Explorer gets the resource connection string for the specified resource and securely saves it. The connection string is then used to fetch data from the data source.

    Caution

    If the key is rotated, the data connection will no longer work and will be unable to fetch data from the data source. To fix the issue, update or recreate the data connection.

Data format

  • See supported formats.
  • See supported compressions.

    • The original uncompressed data size should be part of the blob metadata, or else Azure Data Explorer will estimate it. The ingestion uncompressed size limit per file is 6 GB.

      Note

      Event Grid notification subscription can be set on Azure Storage accounts for BlobStorage, StorageV2, or Data Lake Storage Gen2.

Ingestion properties

You can specify ingestion properties of the blob ingestion via the blob metadata. You can set the following properties:

Property Description
rawSizeBytes Size of the raw (uncompressed) data. For Avro/ORC/Parquet, that is the size before format-specific compression is applied. Provide the original data size by setting this property to the uncompressed data size in bytes.
kustoDatabase The case-sensitive name of the target database. By default, data is ingested into the target database associated with the data connection. Use this property to override the default database and send data to a different database. To do so, you must first set up the connection as a multi-database connection.
kustoTable The case-sensitive name of the existing target table. Overrides the Table set on the Data Connection pane.
kustoDataFormat Data format. Overrides the Data format set on the Data Connection pane.
kustoIngestionMappingReference Name of the existing ingestion mapping to be used. Overrides the Column mapping set on the Data Connection pane.
kustoIgnoreFirstRecord If set to true, Kusto ignores the first row of the blob. Use in tabular format data (CSV, TSV, or similar) to ignore headers.
kustoExtentTags String representing tags that will be attached to resulting extent.
kustoCreationTime Overrides Extent Creation time for the blob, formatted as an ISO 8601 string. Use for backfilling.

Events routing

When you create a data connection to your cluster, you specify the routing for where to send ingested data. The default routing is to the target table specified in the connection string that is associated with the target database. The default routing for your data is also referred to as static routing. You can specify an alternative routing for your data by using the event data properties.

Route event data to an alternate database

Routing data to an alternate database is off by default. To send the data to a different database, you must first set the connection as a multi-database connection. You can do this in the Azure portal, C#, Python, or an ARM template. The user, group, service principal, or managed identity used to allow database routing must at least have the contributor role and write permissions on the cluster. For more information, see Create an Event Grid data connection for Azure Data Explorer.

To specify an alternate database, set the Database ingestion property.

Warning

Specifying an alternate database without setting the connection as a multi-database data connection will cause the ingestion to fail.

Route event data to an alternate table

When setting up a blob storage connection to Azure Data Explorer cluster, specify target table properties:

  • table name
  • data format
  • mapping

You can also specify target table properties for each blob, using blob metadata. The data will dynamically route, as specified by ingestion properties.

The example below shows you how to set ingestion properties on the blob metadata before uploading it. Blobs are routed to different tables.

In addition, you can specify the target database. An Event Grid data connection is created within the context of a specific database. Hence this database is the data connection's default database routing. To send the data to a different database, set the "KustoDatabase" ingestion property and set the data connection as a Multi database data connection. Routing data to another database is disabled by default (not allowed). Setting a database ingestion property that is different than the data connection's database, without allowing data routing to multiple databases (setting the connection as a Multi database data connection), will cause the ingestion to fail.

For more information, see upload blobs.

var container = new BlobContainerClient("<storageAccountConnectionString>", "<containerName>");
await container.CreateIfNotExistsAsync();
var blob = container.GetBlobClient("<blobName>");
// Blob is dynamically routed to table `Events`, ingested using `EventsMapping` data mapping
await blob.SetMetadataAsync(
    new Dictionary<string, string>
    {
        { "rawSizeBytes", "4096" }, // the uncompressed size is 4096 bytes
        { "kustoTable", "Events" },
        { "kustoDataFormat", "json" },
        { "kustoIngestionMappingReference", "EventsMapping" },
        { "kustoDatabase", "AnotherDB" }
    }
);
await blob.UploadAsync(BinaryData.FromString(File.ReadAllText("<filePath>")));

Upload blobs

You can create a blob from a local file, set ingestion properties to the blob metadata, and upload it. For examples, see Use the Event Grid data connection.

Note

  • We highly recommend using BlockBlob to generate data, as using AppendBlob may result in unexpected behavior.
  • Using Azure Data Lake Gen2 storage SDK requires using CreateFile for uploading files and Flush at the end with the close parameter set to true. For a detailed example of Data Lake Gen2 SDK correct usage, see Use the Event Grid data connection.
  • Triggering ingestion following a CopyBlob operation is not supported for storage accounts that have the hierarchical namespace feature enabled on them.
  • When the event hub endpoint doesn't acknowledge receipt of an event, Azure Event Grid activates a retry mechanism. If this retry delivery fails, Event Grid can deliver the undelivered events to a storage account using a process of dead-lettering. For more information, see Event Grid message delivery and retry.

Rename blobs

When using ADLSv2, you can rename a blob to trigger blob ingestion to Azure Data Explorer. For example, see Rename blobs.

Note

  • Directory renaming is possible in ADLSv2, but it doesn't trigger blob renamed events and ingestion of blobs inside the directory. To ingest blobs following renaming, directly rename the desired blobs.
  • If you defined filters to track specific subjects while creating the data connection or while creating Event Grid resources manually, these filters are applied on the destination file path.

Delete blobs using storage lifecycle

Azure Data Explorer won't delete the blobs after ingestion. Use Azure Blob storage lifecycle to manage your blob deletion. It's recommended to keep the blobs for three to five days.

Known Event Grid issues

Working without local authentication

If local authentication is disabled on the Event Hubs namespace that contains the event hub used for streaming notifications, use the following steps to ensure that data flows properly from storage to the event hub using managed identities:

  1. Assign a system-assigned managed identity to the Event Grid system topic of the storage account. For more information, see Enable managed identity for system topics.
  2. Grant the managed identity sender permissions by assigning it the Azure Event Hubs Data Sender role on the event hub. For more information, see Add identity to Azure roles on destinations.
  3. Make sure that the Event Grid subscription uses managed identity for event delivery. For more information, see Create event subscriptions that use an identity.

In addition, configure the Event Grid data connection to use managed identity authentication so that Azure Data Explorer can receive notifications from the event hub.

Set up Event Grid ingestion on files exported from Azure Data Explorer

When using Azure Data Explorer to export the files used for Event Grid ingestion, note:

  • Event Grid notifications aren't triggered if the connection string provided to the export command or the connection string provided to an external table is a connecting string in ADLS Gen2 format (for example, abfss://filesystem@accountname.dfs.core.windows.net) but the storage account isn't enabled for hierarchical namespace.
  • If the account isn't enabled for hierarchical namespace, connection string must use the Blob Storage format (for example, https://accountname.blob.core.windows.net). The export works as expected even when using the ADLS Gen2 connection string, but notifications won't be triggered and Event Grid ingestion won't work.

Emulating Storage events from custom components

When using custom components to emulate Azure Storage events, the emulated events must strictly comply with Azure Blob Storage event schema, as Azure Data Explorer will discard events that cannot be parsed by the Event Grid SDK.

Related content