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The Snowplow Analytics SDK for Scala provides you an API to work with run manifests. Run manifests is simple way to mark chunk (particular run) of enriched data as being processed, by for example Apache Spark data-modeling job.
Run manifests functionality resides in new com.snowplowanalytics.snowplow.analytics.scalasdk.RunManifests module.
Main class is RunManifests, that proides access to DynamoDB table via contains and add, as well as create method to initialize table with appropriate settings.
Other commonly-used function is list_runids that is gives S3 client and path to folder such as enriched.archive or shredded.archive from config.yml lists all
folders that match Snowplow run id format (run-YYYY-mm-DD-hh-MM-SS).
Using listRunids and RunManifests you can list job runs and safely process them one by one without risk of reprocessing.
Here's a short usage example:
import com.amazonaws.services.s3.AmazonS3ClientBuilder
import com.amazonaws.services.dynamodbv2.AmazonDynamoDBAsyncClientBuilder
import com.amazonaws.auth.DefaultAWSCredentialsProviderChain
import com.snowplowanalytics.snowplow.analytics.scalasdk.RunManifests
val DynamodbRunManifestsTable = "snowplow-run-manifests"
val EnrichedEventsArchive = "s3://acme-snowplow-data/storage/enriched-archive/"
val s3Client = AmazonS3ClientBuilder.standard()
.withCredentials(DefaultAWSCredentialsProviderChain.getInstance)
.build()
val dynamodbClient = AmazonDynamoDBAsyncClientBuilder.standard()
.withCredentials(DefaultAWSCredentialsProviderChain.getInstance)
.build()
val runManifestsTable = RunManifests(dynamodbClient, DynamodbRunManifestsTable)
runManifestsTable.create()
val unprocessed = RunManifests.listRunIds(s3Client, EnrichedEventsArchive)
.filterNot(runManifestsTable.contains)
unprocessed.foreach { runId =>
process(runId)
runManifestsTable.add(runId)
}In above example, we create two AWS service clients for S3 (to list job runs) and for DynamoDB (to access manifests). These cliens are provided via AWS Java SDK and can be initialized with static credentials or with system-provided credentials.
Then we list all run ids in particular S3 path and process (by user-provided process function) only those that were not processed already.
Note that runId is simple string with S3 key of particular job run.
RunManifests class is a simple API wrapper to DynamoDB, using which you can:
-
createDynamoDB table for manifests, -
addrun to table - check if table
containsrun id