- 7821 Views
- 9 replies
- 2 kudos
Resolved! Issue in creating workspace - Custom AWS Configuration
We have tried to create new workspace using "Custom AWS Configuration" and we have given our own VPC (Customer managed VPC) and tried but workspace failed to launch. We are getting below error which couldn't understand where the issue is in.Workspace...
- 7821 Views
- 9 replies
- 2 kudos
- 2 kudos
Experiencing workspace launch failures with custom AWS configuration is frustrating. The "MALFORMED_REQUEST" error and failed network validation checks suggest a VPC configuration issue. It feels like playing Infinite Craft, endlessly combining eleme...
- 2 kudos
- 12046 Views
- 5 replies
- 7 kudos
Resolved! Databricks Autoloader is getting stuck and does not pass to the next batch
I have a simple job scheduled every 5 min. Basically it listens to cloudfiles on storage account and writes them into delta table, extremely simple. The code is something like this:df = (spark .readStream .format("cloudFiles") .option('cloudFil...
- 12046 Views
- 5 replies
- 7 kudos
- 7 kudos
I had the same issue: files would randomly not be loaded.Setting `.option("cloudFiles.useIncrementalListing", False)` Seemed to do the trick!
- 7 kudos
- 5324 Views
- 4 replies
- 4 kudos
Resolved! Get the list of loaded files from Autoloader
Hello,We can use Autoloader to track the files that have been loaded from S3 bucket or not. My question about Autoloader: is there a way to read the Autoloader database to get the list of files that have been loaded?I can easily do this in AWS Glue j...
- 5324 Views
- 4 replies
- 4 kudos
- 4 kudos
@Herry Ramli​ - Would you be happy to mark Hubert's answer as best so that other members can find the solution more easily?Thanks!
- 4 kudos
- 7489 Views
- 5 replies
- 5 kudos
- 7489 Views
- 5 replies
- 5 kudos
- 5 kudos
If you are streaming to delta, not much, the micro batch will fail and in next time the stream will pick up from last successful write (due to ACID). I don't know about other formats, what happens if the stream is aborted in mid micro batch.
- 5 kudos
- 6437 Views
- 3 replies
- 3 kudos
Multiple streaming sources to the same delta table
Is it possible to have two streaming sources doing Merge into the same delta table with each source setting a different set of fields?We are trying to create a single table which will be used by the service layer for queries. The table can be populat...
- 6437 Views
- 3 replies
- 3 kudos
- 3 kudos
Hi @Zachary Higgins​ Thanks for the replyCurrently, we are also using Trigger.once so that we can handle the merge stream dependencies properly. But was wondering whether we can scale our pipeline to be streaming by changing the Trigger duration in t...
- 3 kudos
- 2502 Views
- 1 replies
- 6 kudos
How to exclude the existing files when we need to move the streaming job from one databricks workspace to another databricks workspace that may not be compatible with the existing checkpoint state to resume the stream processing?
We do not want to process all the old files, we only wanted to process latest files. whenever we use the new checkpoint path in another databricks workspace, streaming job is processing all the old files as well. Without autoloader feature, is there ...
- 2502 Views
- 1 replies
- 6 kudos
- 6 kudos
@Himanshi Patle​ in spark streaming there is one option maxFileAge using which you can control which files to process based on their timestamp.
- 6 kudos
- 4780 Views
- 5 replies
- 5 kudos
Resolved! Update code for a streaming job in Production
How to update a streaming job in production with minimal/no downtime when there are significant code changes that may not be compatible with the existing checkpoint state to resume the stream processing?
- 4780 Views
- 5 replies
- 5 kudos
- 5 kudos
Thanks for the information, I will try to figure it out for more. Keep sharing such informative post keep suggesting such post.MA Health Connector
- 5 kudos
- 11481 Views
- 7 replies
- 2 kudos
Schema evolution issue
Hi AllI am loading some data using auto loader but am having trouble with Schema evolution.A new column has been added to the data I am loading and I am getting the following error:StreamingQueryException: Encountered unknown field(s) during parsing:...
- 11481 Views
- 7 replies
- 2 kudos
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I agree that hints are the way to go if you have the schema available but the whole point of schema evolution is that you might not always know the schema in advance.I received a similar error with a similar streaming query configuration. The issue w...
- 2 kudos
- 981 Views
- 0 replies
- 2 kudos
Is it Delta lake frae work merge operations require schema for spark structural stream processsing ?
Is it Delta lake frae work merge operations require schema for spark structural stream processsing ?
- 981 Views
- 0 replies
- 2 kudos
- 7087 Views
- 3 replies
- 3 kudos
Resolved! Dealing with updates to a delta table being used as a streaming source
Hi AllI have a requirement to perform updates on a delta table that is the source for a streaming query.I would like to be able to update the table and have the stream continue to work while also not ending up with duplicates.From my research it se...
- 7087 Views
- 3 replies
- 3 kudos
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Hey @Mathew Walters​ Hope you are doing great.Just wanted to check in if you were able to resolve your issue and would you be happy to share the solution? Else please let us know if you need more help. We'd love to hear from you.Thanks!
- 3 kudos
- 7681 Views
- 6 replies
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Resolved! Exploring additional cost saving options for structured streaming 24x7x365 uptime workloads
I currently have multiple jobs (each running its own job cluster) for my spark structured streaming pipelines that are long running 24x7x365 on DBR 9.x/10.x LTS. My SLAs are 24x7x365 with 1 minute latency. I have already accomplished the following co...
- 7681 Views
- 6 replies
- 2 kudos
- 2 kudos
Autoscaling doesn't work with structured streaming, so that's not really an option. Autoscaling is based on jobs sitting in the jobs queue for a long time, but that's not the case with streaming. Streaming is more many frequent small jobs. Spot in...
- 2 kudos
- 3512 Views
- 4 replies
- 1 kudos
Resolved! Trigger.AvailableOnce in Pyspark?
There’s a new Trigger.AvailableOnce option in runtime 10.1 that we need to process a large folder bit by bit using Autoloader. But I don’t see how to engage this from pyspark. Is this accessible from scala only or is it available in pyspark? Thanks...
- 3512 Views
- 4 replies
- 1 kudos
- 1 kudos
Any update on this issue? I can see that one can use .trigger(availableNow=True) i DBR 10.3 (On Azure Databricks).... Unfortunately I can't get it to work with Autoloader. Is this supported? Additionally, can't find any answers when skimming through ...
- 1 kudos
- 7132 Views
- 4 replies
- 4 kudos
Resolved! Databricks writeStream checkpoint
I'm trying to execute this writeStream data_frame.writeStream.format("delta") \ .option("checkpointLocation", checkpoint_path) \ .trigger(processingTime="1 second") \ .option("mergeSchema", "true") \ .o...
- 7132 Views
- 4 replies
- 4 kudos
- 4 kudos
You can remove that folder so it will be recreated automatically.Additionally every new job run should have new (or just empty) checkpoint location.You can add in your code before running streaming:dbutils.fs.rm(checkpoint_path, True)Additionally you...
- 4 kudos