Azure Data Factory
An Azure service for ingesting, preparing, and transforming data at scale.
11,651 questions
1 answer
Assert failure rows: Output to sink Option Reverts After Publish
I'm encountering a UI issue in Azure Data Factory while configuring a Data Flow activity inside a pipeline. When I uncheck the "Assert failure rows: Output to sink" option and publish the pipeline, the setting appears to be saved. However,…
Azure Data Factory
asked 2025-07-08T13:22:00.2866667+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(44.800000000000004, 57.99999999999999%, 14%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EYH%3C/text%3E%3C/svg%3E)
Yahya Hussaini
0
Reputation points
answered 2025-07-08T21:44:11.5266667+00:00
Amira Bedhiafi
34,101
Reputation points
Volunteer Moderator
1 answer
How to delete Salesforce records from ADF
I know that there is no direct way to delete Salesforce records from ADF. But I do know that there is a work around for this where we can get record IDs using Lookup then pass those inside For Loop and then use web activity with DELETE method to delete…
Azure Data Factory
Azure Data Factory
An Azure service for ingesting, preparing, and transforming data at scale.
11,651 questions
asked 2025-07-08T13:18:43.3466667+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(294.40000000000003, 4%, 38%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3ELJ%3C/text%3E%3C/svg%3E)
Liza jaul
0
Reputation points
answered 2025-07-08T19:49:52.5733333+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(195.2, 50%, 28%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EVR%3C/text%3E%3C/svg%3E)
Venkat Reddy Navari
3,470
Reputation points Microsoft External Staff
Moderator
1 answer
How to have cert authentication and OAuth2 in ADF
How can have cert authentication for mSSL handshake, and OAuth2 client ID/Secret in ADF linked service.
Azure Data Factory
Azure Data Factory
An Azure service for ingesting, preparing, and transforming data at scale.
11,651 questions
asked 2025-07-07T18:22:56.0333333+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(246.4, 67%, 33%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EBM%3C/text%3E%3C/svg%3E)
Bayan, Masoud
0
Reputation points
edited a comment 2025-07-08T16:25:23.41+00:00
Bayan, Masoud
0
Reputation points
0 answers
How to Implement Fuzzy Matching in Azure Data Factory (ADF) with Similarity and Confidence Scoring Like SSIS Fuzzy Lookup?
Hi everyone, In SQL Server Integration Services (SSIS), the Fuzzy Lookup transformation allows us to match input records against a reference table using fuzzy matching logic. It also automatically generates Similarity and Confidence columns for each…
Azure Data Factory
Azure Data Factory
An Azure service for ingesting, preparing, and transforming data at scale.
11,651 questions
asked 2025-07-08T13:32:24.3366667+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(137.6, 21%, 23%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EPR%3C/text%3E%3C/svg%3E)
Priyanka Rani
0
Reputation points
commented 2025-07-08T13:55:57.9133333+00:00
Nandan Hegde
36,151
Reputation points MVP
Volunteer Moderator
0 answers
Can't get Data Factory to recognize string as Time Stamp
I keep getting the following error when trying to upload data from a csv file to a database: "Operation on target Copy_SR_to_THER47 failed: ErrorCode=TypeConversionFailure,Exception occurred when converting value '2023-01-25 04:51:07' for column…
Azure Data Factory
Azure Data Factory
An Azure service for ingesting, preparing, and transforming data at scale.
11,651 questions
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(67.2, 46%, 16%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EA%3C/text%3E%3C/svg%3E)
1 answer
How to resolve Budget Export Error from FinOPS HUB Deployment ADF 'error':{'code':'NotFound','message':'The requested export with export name: finops-hub-monthly-costdetails could not be found.'}}
Hi Team, We have integrated FinOps Hub Toolkit tools into our subscription to leverage cost analytics and insights from our budget spending. However, we are seeing a problem with the FinOPS hub deployed ADF exporting budget data into Storage accounts. We…
Azure Data Factory
Azure Data Factory
An Azure service for ingesting, preparing, and transforming data at scale.
11,651 questions
asked 2025-07-07T07:17:57.47+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(140.8, 72%, 23%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EMV%3C/text%3E%3C/svg%3E)
Manisankar Vr
0
Reputation points
commented 2025-07-08T11:45:42.4766667+00:00
Manisankar Vr
0
Reputation points
1 answer
reusable extract pipeline and modular ADF framework
We are delivering an 80TB data migration project for a healthcare client, migrating from on-prem IBM DB2 (via FlashCopy and CDC) to Azure SQL Hyperscale using Azure-native services. The architecture supports one-time historical, catch-up, and real-time…
Azure Data Factory
Azure Data Factory
An Azure service for ingesting, preparing, and transforming data at scale.
11,651 questions
asked 2025-07-06T09:15:50.3833333+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(268.8, 56.00000000000001%, 36%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EJC%3C/text%3E%3C/svg%3E)
Janice Chi
160
Reputation points
edited a comment 2025-07-08T11:44:09.3733333+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(268.8, 8%, 36%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EST%3C/text%3E%3C/svg%3E)
Smaran Thoomu
24,575
Reputation points Microsoft External Staff
Moderator
1 answer
PstgreSQL Linked Service works, but not with debug.
Hi! I am getting this error when trying to use data preview in a dataflow with my dataset which I get from a postgresql db. Spark job failed: { "text/plain":…
Azure Data Factory
Azure Data Factory
An Azure service for ingesting, preparing, and transforming data at scale.
11,651 questions
asked 2025-07-07T10:51:11.6966667+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(275.2, 98%, 36%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EPA%3C/text%3E%3C/svg%3E)
Pedersen, Anders
0
Reputation points
commented 2025-07-08T11:42:25.92+00:00
Smaran Thoomu
24,575
Reputation points Microsoft External Staff
Moderator
1 answer
Azure Free trial
I started with an Azure free trial, but I didn't understand how to work with ADF at first, so I decided to save my credits for later. However, Microsoft has now declared that my one-month trial period is over, and they are asking me to switch to a paid…
Azure Data Factory
Azure Data Factory
An Azure service for ingesting, preparing, and transforming data at scale.
11,651 questions
asked 2025-07-08T10:13:20.28+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(134.4, 19%, 23%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EGR%3C/text%3E%3C/svg%3E)
Girija Raut
0
Reputation points
answered 2025-07-08T10:31:39.2866667+00:00
Alex Burlachenko
10,565
Reputation points
1 answer
Continuous vs. Phase-Specific Pipelines for Retry and Reconciliation (ADF + Databricks)
In our healthcare data migration project, we are using a modular, control-table-driven architecture for One-Time, Catch-Up, and Real-Time phases. The pipeline processes are divided across Extract, Transform, and Load stages — primarily orchestrated via…
Azure Data Factory
Azure Data Factory
An Azure service for ingesting, preparing, and transforming data at scale.
11,651 questions
asked 2025-07-07T15:29:47.1333333+00:00
Janice Chi
160
Reputation points
edited a comment 2025-07-08T08:40:31.98+00:00
Smaran Thoomu
24,575
Reputation points Microsoft External Staff
Moderator
1 answer
My tumbling window trigger in Azure data Factory is not running
My tumbling window trigger is not running. It does not have any dependencies. Please see below screen print, even though the scheduled start time has passed trigger status is "Started" it was supposed to start running at 15:00 EST 07/07.…
Azure Data Factory
Azure Data Factory
An Azure service for ingesting, preparing, and transforming data at scale.
11,651 questions
asked 2025-07-08T05:41:56.42+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(188.79999999999998, 99%, 28%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EDG%3C/text%3E%3C/svg%3E)
Dattatreya Gandham
0
Reputation points
answered 2025-07-08T06:46:08.0266667+00:00
Amira Bedhiafi
34,101
Reputation points
Volunteer Moderator
1 answer
Unable to undo or commit changes in Fabric Git, also when trying to access Notebooks getting 404 error.
Everything was working fine until yesterday. We normally pause the fabric capacity at night and resume in the morning. When we resumed today morning, there were multiple file changes detected in Fabric Source Control. We tried to access some…
Azure Data Factory
Azure Data Factory
An Azure service for ingesting, preparing, and transforming data at scale.
11,651 questions
asked 2025-07-07T18:40:58.1833333+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(64, 47%, 16%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EAD%3C/text%3E%3C/svg%3E)
Azure Dev
0
Reputation points
answered 2025-07-08T05:11:35.8433333+00:00
Smaran Thoomu
24,575
Reputation points Microsoft External Staff
Moderator
2 answers
One of the answers was accepted by the question author.
ADF Pipeline error: Request content size is too large
I have a pretty basic ADF pipeline that checks a subdirectory for a group of flat files and based on the name of the file, it will load data into a SQL staging table. The ForEach activity has 7 If Condition activities which will run based on the…
Azure Data Factory
Azure Data Factory
An Azure service for ingesting, preparing, and transforming data at scale.
11,651 questions
asked 2021-05-25T15:08:39.773+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(185.6, 35%, 27%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EMM%3C/text%3E%3C/svg%3E)
Matt Michalowski
31
Reputation points
commented 2025-07-07T20:26:55.7566667+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(278.4, 23%, 36%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EJP%3C/text%3E%3C/svg%3E)
Jim Pucci
0
Reputation points
1 answer
Multiple pipeline runs triggered when a file is created
We are creating a file using mssparkutils put method of size 0kb. Just a simple success file. But when this file is written or kept at gen2 location, the trigger which is storage based trigger, is triggered twice due to which same pipleine is triggered…
Azure Data Factory
Azure Data Factory
An Azure service for ingesting, preparing, and transforming data at scale.
11,651 questions
asked 2025-07-07T10:41:09.8266667+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(310.4, 90%, 40%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EHK%3C/text%3E%3C/svg%3E)
Harshit Kadhao
0
Reputation points
answered 2025-07-07T12:18:53.0966667+00:00
Amira Bedhiafi
34,101
Reputation points
Volunteer Moderator
3 answers
One of the answers was accepted by the question author.
ADF copy activity loading 2 different files into same variant table
so when am loading data from azure blob to snowflake variable table, its copying the content of 2 files into one variant table i.e. students 2 files in blob - sql.students, sql.subjects 2 variant table in snowflake - stage.sql_students_variant &…
Azure Data Factory
Azure Data Factory
An Azure service for ingesting, preparing, and transforming data at scale.
11,651 questions
asked 2025-07-03T11:01:27.78+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(96, 77%, 19%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EA%3C/text%3E%3C/svg%3E)
azure_learner
65
Reputation points
accepted 2025-07-07T08:10:31.3166667+00:00
azure_learner
65
Reputation points
1 answer
recommended SHIR configuration to ingest 80TB from DB2 Snapshot to ADLS Gen2 via ADF within 3 days?
We are performing a large-scale one-time data migration project. Our source is an IBM DB2 snapshot (on-prem), and the target is Azure Data Lake Storage Gen2. The entire data volume is ~80TB, distributed across 800 tables. We are using Azure Data Factory…
Azure Data Factory
Azure Data Factory
An Azure service for ingesting, preparing, and transforming data at scale.
11,651 questions
asked 2025-06-28T15:53:10.39+00:00
Janice Chi
160
Reputation points
commented 2025-07-07T06:32:53.5533333+00:00
Smaran Thoomu
24,575
Reputation points Microsoft External Staff
Moderator
1 answer
One of the answers was accepted by the question author.
ADF Copy Activity Generating negative acknowledgements on SFTP Server while execution.
The Copy Activity in Azure Data Factory (ADF) is configured to copy files from SFTP Server. This copy activity is triggering a negative acknowledgement (NACK) first on the SFTP server while downloading the files and after a few seconds file copy is…
Azure Data Factory
Azure Data Factory
An Azure service for ingesting, preparing, and transforming data at scale.
11,651 questions
asked 2025-07-04T05:22:21.0766667+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(35.2, 76%, 13%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EST%3C/text%3E%3C/svg%3E)
Shashank Thogaru
20
Reputation points
accepted 2025-07-07T06:18:18.42+00:00
Shashank Thogaru
20
Reputation points
1 answer
Key-pair Authenication snowflake authenication using linked Service
Please I need assistance with resolve the error message i got while connection to snowflake using Key-Pair Authentication. I followed the procedure outlined in both snowflake and Azure Data factory. I'm still getting the same error message see…
Azure Data Factory
Azure Data Factory
An Azure service for ingesting, preparing, and transforming data at scale.
11,651 questions
asked 2025-07-03T12:26:22.5633333+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(195.2, 69%, 28%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EOO%3C/text%3E%3C/svg%3E)
Owhondah Ogundu Raymond
0
Reputation points
commented 2025-07-04T14:17:45.9833333+00:00
Venkat Reddy Navari
3,470
Reputation points Microsoft External Staff
Moderator
1 answer
How to Report File Metadata for 2000+ Files Uploaded by Multiple Users to Azure Blob Storage
Hi Team, I would like to know following questions. Please do needful. 1.How to Report File Metadata for 2000+ Files Uploaded by Multiple Users to Azure Blob Storage 2.How to connect Hadoop hive to databricks Regards, Prasad, 5017654887.
Azure Data Factory
Azure Data Factory
An Azure service for ingesting, preparing, and transforming data at scale.
11,651 questions
asked 2025-07-03T02:41:39.2233333+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(32, 57.99999999999999%, 13%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EPS%3C/text%3E%3C/svg%3E)
Prasad Sandu
0
Reputation points
commented 2025-07-04T13:30:11.3066667+00:00
Venkat Reddy Navari
3,470
Reputation points Microsoft External Staff
Moderator
1 answer
How does Azure Data Factory handle data movement ?
How does Azure Data Factory handle data movement and transformation across hybrid environments, and what are the best practices for optimizing pipeline performance and cost efficiency
Azure Data Factory
Azure Data Factory
An Azure service for ingesting, preparing, and transforming data at scale.
11,651 questions
asked 2025-07-02T22:05:28.1966667+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(121.6, 59%, 21%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EHS%3C/text%3E%3C/svg%3E)
Himanshu Sinha
11
Reputation points
commented 2025-07-04T13:21:52.3633333+00:00
Smaran Thoomu
24,575
Reputation points Microsoft External Staff
Moderator