Revise and reconcile pipeline graphics

_data/nav.yml

@@ -29,13 +29,13 @@
   subcategories:
   - subtitle: Use case guides
     page: soda/use-case-guides.md 
-  - subtitle: Test data in an Airflow pipeline
+  - subtitle: Test data in Airflow
     page: soda/quick-start-prod.md
-  - subtitle: Test data in an ADF pipeline
+  - subtitle: Test data in ADF
     page: soda/quick-start-adf.md
-  - subtitle: Test data in a Dagster pipeline
+  - subtitle: Test data in Dagster
     page: soda/quick-start-dagster.md
-  - subtitle: Test data in a Databricks pipeline
+  - subtitle: Test data in Databricks
     page: soda/quick-start-databricks-pipeline.md
   - subtitle: Test before data migration
     page: soda/quick-start-migration.md

soda/product-overview.md

@@ -91,7 +91,7 @@ Soda makes the results available in the command-line and in your online account,
 
 You can programmatically embed Soda scan executions in your data pipeline after ingestion and transformation to get early and precise warnings in Soda about data quality issues before they have a downstream impact. Upon receiving a data quality alert in Slack, for example, your team can take quick action in Soda Cloud to identify the issue and open an incident to investigate the root cause. See [Test data quality in a data pipeline]({% link soda/quick-start-prod.md %}).
 
-![data-pipeline](/assets/images/data-pipeline.png){:width="700px"}
+![airflow-pipeline](/assets/images/airflow-pipeline.png){:width="700px"}
 
 <br />
 

soda/quick-start-adf.md

@@ -63,6 +63,8 @@ To validate your account license or free trial, Soda Library must communicate wi
 
 This example executes checks which, after a data migration, validate that the source and target data are matching. The first ADF Notebook Activity links to a notebook which contains the Soda connection details, the check definitions, and the script to run a Soda scan for data quality which executes the [reconciliation checks]({% link soda-cl/recon.md %}).
 
+![soda-adf-reconcile](/assets/images/soda-adf-reconcile.png){:width="700px"}
+
 Download the notebook: <a href="/assets/soda-synapse-recon-notebook.ipynb" download>Soda Synapse Recon notebook</a>
 
 1. In the ADF pipeline, the Data Engineer <a href="https://learn.microsoft.com/en-us/azure/data-factory/transform-data-synapse-notebook#add-a-notebook-activity-for-synapse-to-a-pipeline-with-ui" target="_blank">adds a Notebook activity</a> for Synapse to a pipeline. In the Settings tab, they name the notebook `Reconciliation Checks`. 
@@ -161,6 +163,8 @@ soda-sqlserver
 
 Beyond reconciling the copied data, the Data Engineer uses SodaCL checks to gauge the completeness of data. In a new ADF Notebook Activity, they follow the same pattern as the reconciliation check notebook in which they configured connections to Soda Cloud and the data source, defined SodaCL checks, then prepared a script to run the scan and execute the checks.
 
+![soda-adf-ingest](/assets/images/soda-adf-ingest.png){:width="700px"}
+
 Download the notebook: <a href="/assets/soda-synapse-ingest-notebook.ipynb" download>Soda Synapse Ingest notebook</a>
 
 ```python

soda/quick-start-prod.md

@@ -13,7 +13,7 @@ Use this guide as an example for how to set up and use Soda to test the quality
 
 (Not quite ready for this big gulp of Soda? 🥤Try [taking a sip]({% link soda/quick-start-sip.md %}), first.)
 
-![data-pipeline](/assets/images/data-pipeline.png){:width="700px"}
+![airflow-pipeline](/assets/images/airflow-pipeline.png){:width="700px"}
 
 [About this guide](#about-this-guide) <br />
 [Install Soda from the command-line](#install-soda-from-the-command-line)<br />
@@ -87,7 +87,7 @@ A check is a test that Soda executes when it scans a dataset in your data source
 
 In this example, the Data Engineer creates multiple checks after ingestion, after initial transformation, and before pushing the information to a visualization or reporting tool.
 
-![data-pipeline](/assets/images/data-pipeline.png){:width="700px"}
+![airflow-pipeline](/assets/images/airflow-pipeline.png){:width="700px"}
 
 ### Transform checks
 

soda/use-case-guides.md

@@ -14,7 +14,7 @@ Use the following guides as example implementations based on how you intend to u
 | ----- | ----------- | ------------ |
 | [Test data in an Airflow pipeline]({% link soda/quick-start-prod.md %}) | Use this guide as an example for how to set up Soda to test the quality of your data in an Airflow pipeline that uses dbt transformations.| Soda Library<br /> Soda Cloud |
 | [Test data quality in an ADF pipeline]({% link soda/quick-start-adf.md %}) | Learn how to invoke Soda data quality tests in an ETL pipeline in Azure Data Factory. | Soda Library<br /> Soda Cloud |
-| [Test data quality in a Dagster pipeline]({% link soda/quick-start-adf.md %}) | Learn how to invoke Soda data quality tests in a Dagster pipeline. | Soda Library<br /> Soda Cloud |
+| [Test data quality in a Dagster pipeline]({% link soda/quick-start-dagster.md %}) | Learn how to invoke Soda data quality tests in a Dagster pipeline. | Soda Library<br /> Soda Cloud |
 | [Test data quality in Databricks pipeline]({% link soda/quick-start-databricks-pipeline.md %}) | Learn how to use Databricks notesbooks with Soda to test data quality before feeding a machine learning model. | Soda Library<br /> Soda Cloud |
 | [Test data before migration]({% link soda/quick-start-migration.md %}) | Use this guide to set up Soda to test before and after data migration between data sources. |  Soda Library<br /> Soda Cloud |
 | [Self-serve Soda]({% link soda/quick-start-end-user.md %}) | Use this guide to set up Soda Cloud to enable users across your organization to serve themselves when it comes to testing data quality. | Soda Cloud<br /> Soda Agent |