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Data Engineering
Join discussions on data engineering best practices, architectures, and optimization strategies within the Databricks Community. Exchange insights and solutions with fellow data engineers.
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Forum Posts

IM_01
by Contributor
  • 283 Views
  • 4 replies
  • 0 kudos

how to use rules dynamically in LDP

HiI see there is a way to store rules in table & use them in python while implementing LDPs how to use the generate/ read rules dynamically in SQL way of implementing LDPs. Could you please help me with this#DLT

  • 283 Views
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Latest Reply
SteveOstrowski
Databricks Employee
  • 0 kudos

Hi @IM_01, The feature you are looking for, storing data quality rules in a table and applying them dynamically, is fully supported in Lakeflow Spark Declarative Pipelines (SDP) through the Python API. Unfortunately, there is currently no equivalent ...

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jfvizoso
by New Contributor II
  • 13399 Views
  • 6 replies
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Can I pass parameters to a Delta Live Table pipeline at running time?

I need to execute a DLT pipeline from a Job, and I would like to know if there is any way of passing a parameter. I know you can have settings in the pipeline that you use in the DLT notebook, but it seems you can only assign values to them when crea...

  • 13399 Views
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Latest Reply
Sudharsan
New Contributor II
  • 0 kudos

@DeepakAI : May I know, how you resolved it?

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Richard_547342
by New Contributor III
  • 3919 Views
  • 2 replies
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Resolved! Column comments in DLT python notebook

The SQL API specification in the DLT docs shows an option for adding column comments when creating a table. Is there an equivalent way to do this when creating a DLT pipeline with a python notebook? The Python API specification in the DLT docs does n...

  • 3919 Views
  • 2 replies
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Latest Reply
jonathandbyrd
New Contributor II
  • 2 kudos

this works in a readStream writeStream scenario for us, but the exact same code fails when put in a DLT

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BenLambert
by Contributor
  • 4535 Views
  • 2 replies
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How to deal with deleted files in source directory in DLT?

We have a DLT pipeline that uses the autoloader to detect files added to a source storage bucket. It reads these updated files and adds new records to a bronze streaming table. However we would also like to automatically delete records from the bronz...

  • 4535 Views
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Latest Reply
boitumelodikoko
Valued Contributor
  • 0 kudos

I am looking for a solution to use with DLTs

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vgupta
by New Contributor II
  • 10720 Views
  • 6 replies
  • 4 kudos

DLT | Cluster terminated by System-User | INTERNAL_ERROR: Communication lost with driver. Cluster 0312-140502-k9monrjc was not reachable for 120 seconds

Dear Community, Hope you are doing well.For the last couple of days I am seeing very strange issues with my DLT pipeline, So every 60-70 mins it is getting failed in continuous mode, with the ERROR; INTERNAL_ERROR: Communication lost with driver. Clu...

DLT_ERROR DLT_Cluster_events
  • 10720 Views
  • 6 replies
  • 4 kudos
Latest Reply
Rahiman
New Contributor II
  • 4 kudos

We had similar error for one the DLT pipeline, This could be some times because of compute size, we had increased compute size of server in your DLT pipelines, still we were seeing this error while processing very large file. we then added below para...

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diguid
by New Contributor III
  • 5747 Views
  • 3 replies
  • 13 kudos

Using foreachBatch within Delta Live Tables framework

Hey there!​I was wondering if there's any way of declaring a delta live table where we use foreachBatch to process the output of a streaming query.​Here's a simplification of my code:​def join_data(df_1, df_2): df_joined = ( df_1 ...

  • 5747 Views
  • 3 replies
  • 13 kudos
Latest Reply
cgrant
Databricks Employee
  • 13 kudos

foreachBatch support in DLT is coming soon, and you now have the ability to write to non-DLT sinks as well

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Deepak_Goldwyn
by New Contributor III
  • 9146 Views
  • 5 replies
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Resolved! Create Jobs and Pipelines in Workflows using API

I am trying to create Databricks Jobs and Delta live table(DLT) pipelines by using Databricks API.I would like to have the JSON code of Jobs and DLT in the repository(to configure the code as per environment) and execute the Databricks API by passing...

  • 9146 Views
  • 5 replies
  • 2 kudos
Latest Reply
Deepak_Goldwyn
New Contributor III
  • 2 kudos

Hi Jose,Yes it answered my question. I am indeed using JSON file to create Jobs and pipelinesThanks.

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4 More Replies
SRK
by Contributor III
  • 6433 Views
  • 5 replies
  • 7 kudos

How to handle schema validation for Json file. Using Databricks Autoloader?

Following are the details of the requirement:1.      I am using databricks notebook to read data from Kafka topic and writing into ADLS Gen2 container i.e., my landing layer.2.      I am using Spark code to read data from Kafka and write into landing...

  • 6433 Views
  • 5 replies
  • 7 kudos
Latest Reply
maddy08
New Contributor II
  • 7 kudos

just to clarify, are you reading kafka and writing into adls in json files? like for each message from kafka is 1 json file in adls ?

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MadelynM
by Databricks Employee
  • 15148 Views
  • 2 replies
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Delta Live Tables + S3 | 5 tips for cloud storage with DLT

You’ve gotten familiar with Delta Live Tables (DLT) via the quickstart and getting started guide. Now it’s time to tackle creating a DLT data pipeline for your cloud storage–with one line of code. Here’s how it’ll look when you're starting:CREATE OR ...

Workflows-Left Nav Workflows
  • 15148 Views
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Latest Reply
waynelxb
New Contributor II
  • 0 kudos

Hi MadelynM,How should we handle Source File Archival and Data Retention with DLT? Source File Archival: Once the data from source file is loaded with DLT Auto Loader, we want to move the source file from source folder to archival folder. How can we ...

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PearceR
by New Contributor III
  • 17831 Views
  • 4 replies
  • 1 kudos

Resolved! custom upsert for delta live tables apply_changes()

Hello community :).I am currently implementing some pipelines using DLT. They are working great for my medalion architecture for landed json in bronze -> silver (using apply_changes) then materialized gold views ontop.However, I am attempting to crea...

  • 17831 Views
  • 4 replies
  • 1 kudos
Latest Reply
Harsh141220
New Contributor II
  • 1 kudos

Is it possible to have custom upserts for streaming tables in delta live tables?Im getting the error:pyspark.errors.exceptions.captured.AnalysisException: `blusmart_poc.information_schema.sessions` is not a Delta table.

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valiro21
by Contributor
  • 13316 Views
  • 6 replies
  • 3 kudos

Delta Live Tables Incremental Batch Loads & Failure Recovery

Hello Databricks community,I'm working on a pipeline and would like to implement a common use case using Delta Live Tables. The pipeline should include the following steps:Incrementally load data from Table A as a batch.If the pipeline has previously...

  • 13316 Views
  • 6 replies
  • 3 kudos
Latest Reply
lprevost
Contributor III
  • 3 kudos

I totally agree that this is a gap in the Databricks solution.  This gap exists between a static read and real time streaming.   My problem (and suspect there are many use cases) is that I have slowly changing data coming into structured folders via ...

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sarguido
by New Contributor II
  • 6326 Views
  • 5 replies
  • 2 kudos

Delta Live Tables: bulk import of historical data?

Hello! I'm very new to working with Delta Live Tables and I'm having some issues. I'm trying to import a large amount of historical data into DLT. However letting the DLT pipeline run forever doesn't work with the database we're trying to import from...

  • 6326 Views
  • 5 replies
  • 2 kudos
Latest Reply
Anonymous
Not applicable
  • 2 kudos

Hi @Sarah Guido​ Thank you for posting your question in our community! We are happy to assist you.To help us provide you with the most accurate information, could you please take a moment to review the responses and select the one that best answers y...

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4 More Replies
Phani1
by Databricks MVP
  • 11482 Views
  • 5 replies
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Data Quality in Databricks

Hi Databricks Team, would like to implement data quality rules in Databricks, apart from DLT do we have any standard approach to perform/ apply data quality rules on bronze layer before further proceeding to silver and gold layer.

  • 11482 Views
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Latest Reply
joarobles
New Contributor III
  • 0 kudos

Looks nice! However I don't see Databricks support in the docs

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amartinez
by New Contributor III
  • 6628 Views
  • 6 replies
  • 5 kudos

Workaround for GraphFrames not working on Delta Live Table?

According to this page, the GraphFrames package is included in the databricks runtime since at least 11.0. However trying to run a connected components algorithm inside a delta live table notebook yields the error java.lang.ClassNotFoundException: or...

  • 6628 Views
  • 6 replies
  • 5 kudos
Latest Reply
lprevost
Contributor III
  • 5 kudos

I'm also trying to use GraphFrames inside a DLT pipeline.   I get an error that graphframes not installed in the cluster.   i"m using it successfully in test notebooks using the ML version of the cluster.  Is there a way to use this inside a DLT job?

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Yash_542965
by New Contributor II
  • 2360 Views
  • 1 replies
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DLT aggregation problem

I'm utilizing SQL to perform aggregation operations within a gold layer of a DLT pipeline. However, I'm encountering an error when running the pipeline while attempting to return a data frame using spark.sql.Could anyone please assist me with the SQL...

  • 2360 Views
  • 1 replies
  • 0 kudos
Latest Reply
lucasrocha
Databricks Employee
  • 0 kudos

Hello @Yash_542965 , I hope this message finds you well. Could you please share a sample of code you are using so that we can check it further? Best regards,Lucas Rocha

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