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First Name

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What company are you with?

What are you signing up for today?

Free tier account (start on your own data)

Community account (try on public datasets)

Demo of product

Webinar Access

How do you want to use Lightup?

Lightup Cloud (SaaS; hosted by Lightup)

Lightup Hybrid (on-prem data plane; hosted control plane)

Lightup Enterprise (on-prem; in your environment)

I'll decide later

What is your primary responsibility?

Data Engineering

Data Analysis

Data Science

Other

How do you collect product data?

Segment

mParticle

Kafka

In-house SDKs

Other

What warehousing solution do you use for product data?

Redshift

Snowflake

Databricks

BigQuery

S3/Athena

Presto

Other

What tools do you use for data transformation?

dbt or another SQL transformation tool

Spark or another map/reduce tool

Airflow or a similar workflow manager

Other

Which of those data quality issues do you run into for product data?

Missing events (events not coming in because of broken integrations)

Duplicate events

Delayed events

Bad transformations (data getting dropped or corrupted due to transformation bugs)

Malformed events (wrong data types; unpopulated keys; unparsable JSON)

Wrong JSON schema

Wrong values (wrong dollar amount; wrong product code; bad value format)

Other

What are your main concerns for a data quality monitoring solution that you would evaluate carefully?

Accuracy of alerting (FPs; FNs)

Ease of use in the workflow

Scalability

Generalizability

Onboarding configuration burden

Configuration maintenance burden

Data integration complexity

Other

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