Eka Ponkratova eponkratova

Level	Statements	Strongly Agree	Agree	Neutral	Disagree	Strongly Disagree
AWARENESS	-I can easily recall basic technical terminology and recognize the main tools required in my field. -I am familiar with the standard procedures used in data processing and analysis.	[ ]	[ ]	[ ]	[ ]	[ ]
ACQUISITION	-I understand core technical concepts and can explain how standard methods work.-I can interp

| Level | Technical/Functional Competencies | Managerial Competencies | Human Competencies | Conceptual Competencies | |-------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------

Domain	Sub-domain	Questions
Operational excellence	Infrastructure as code	How do you automate the deployment of databases, data pipelines, and ETL processes?
	Monitoring and observability	What practices do you use for logging, monitoring, and alerting for data operations
		How do you monitor data quality metrics (freshness, completeness, anomalies, etc.)
	Incident & change management	How do you track and manage data schema change, pipeline modifications
		How do you document data pipeline incidents and troubleshooting
	Automation & orchestration	How do you automate ingestion, cleansing, and transformation processes
		Do you use any orchestration tools?
Security	Encryption & data protection	Do you use data encryption at rest (storage) and in transit (ETL, ingestion)
		What methods do you use to secure sensitive data fields?

Overriding dbt Cloud default database / schema on CI runs

-!  🚨                                          WARNING                                          🚨  !-
You probably do not want to do this because dbt Cloud will not be able to drop the relevant schema 
upon PR merge / close so you will end up with clutter if you are not on top of this.

The following is the default behaviour of [dbt Cloud CI runs][1] when:

	AWS Glue Studio	AWS Glue DataBrew
Source	-S3 -AWS Glue Data catalog (S3, RDS, Redshift, etc.) -Streaming (AWS Kinesis Data Streams, Kafka)	-Manual upload -Direct connection using JDBC -AWS Glue Data catalog (S3, Redshift, RDS) -Amazon Appflow -AWS Data Exchange -Snowflake
Algorithm	No information but as per https://www.acf.hhs.gov/sites/default/files/documents/opre/opre-understanding_effect_opioid_epidemic_child_maltreatment-jan2022.pdf, k-mean clustering is used	No information

	tool,tool category,link,integration,dbt Cloud/dbt Core (use with caution)
	Sisu,AI/ML,https://sisudata.com/,...you can define your metrics in dbt and then use them in Sisu for one-click analyses.,dbt Cloud
	Continual,AI/ML,https://continual.ai/,"Continual integrates with dbt by allowing dbt users to define entities, feature sets, and predictive models directly from their existing dbt models.",dbt Cloud
	Holistics ,BI,https://www.holistics.io/,"Holistics fully integrates with your dbt project, allows you to perform data modeling and transformation at dbt layer, and push those definitions to Holistics BI layer",dbt Cloud/dbt Core
	mode,BI,https://mode.com/,Mode customers can now get better views on data freshness with our dbt integration.,dbt Cloud
	thoughtspot,BI,https://www.thoughtspot.com/,"ThoughtSpot’s dbt integration allows you to easily provide your existing dbt models and automatically create ThoughtSpot Worksheets, which you can use to search your data.",dbt Cloud
	Transform,BI,https://transform.co/,