Scala Analytics SDK Run Manifests - OXYGEN-MARKET/oxygen-market.github.io GitHub Wiki
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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:
-
create
DynamoDB table for manifests, -
add
run to table - check if table
contains
run id