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- Automated schema change handling, data normalization and more
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- Airbyte Cloud: Have it hosted by us, with all the security you need (SOC2, ISO, GDPR, HIPAA Conduit).
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FAQs
What is ETL?
ETL, an acronym for Extract, Transform, Load, is a vital data integration process. It involves extracting data from diverse sources, transforming it into a usable format, and loading it into a database, data warehouse or data lake. This process enables meaningful data analysis, enhancing business intelligence.
Google Workspace Admin Reports let administrators monitor their team’s activity through various console reports. Admin Reports allow administrators to see how teams are collaborating within Google apps, track individual sign-ins, see how content is created and shared by users, and more. Administrators can view data from both granular and domain levels for an overview of all activities. Admin console reports include highlights reports; apps reports; audit logs; and three user reports: accounts, apps usage, and security.
A fully managed data warehouse service in the Amazon Web Services (AWS) cloud, Amazon Redshift is designed for storage and analysis of large-scale datasets. Redshift allows businesses to scale from a few hundred gigabytes to more than a petabyte (a million gigabytes), and utilizes ML techniques to analyze queries, offering businesses new insights from their data. Users can query and combine exabytes of data using standard SQL, and easily save their query results to their S3 data lake.
The Google Workspace Admin Reports API provides access to a wide range of data related to the usage and management of Google Workspace services. The API allows administrators to retrieve data on user activity, security events, and system usage, among other things. Some of the categories of data that can be accessed through the API include:
- User activity: This includes data on user logins, file activity, email activity, and other actions taken by users within Google Workspace.
- Security events: This includes data on security-related events such as login failures, suspicious activity, and malware detection.
- Audit logs: This includes data on changes made to Google Workspace settings and configurations, as well as other administrative actions.
- Usage reports: This includes data on system usage, such as the number of emails sent and received, the amount of storage used, and the number of meetings held.
- Drive activity: This includes data on file activity within Google Drive, such as file uploads, downloads, and sharing.
- Gmail activity: This includes data on email activity within Gmail, such as message sending and receiving, and spam filtering.
Overall, the Google Workspace Admin Reports API provides a comprehensive set of data that can be used to monitor and manage Google Workspace services effectively.
What is ELT?
ELT, standing for Extract, Load, Transform, is a modern take on the traditional ETL data integration process. In ELT, data is first extracted from various sources, loaded directly into a data warehouse, and then transformed. This approach enhances data processing speed, analytical flexibility and autonomy.
Difference between ETL and ELT?
ETL and ELT are critical data integration strategies with key differences. ETL (Extract, Transform, Load) transforms data before loading, ideal for structured data. In contrast, ELT (Extract, Load, Transform) loads data before transformation, perfect for processing large, diverse data sets in modern data warehouses. ELT is becoming the new standard as it offers a lot more flexibility and autonomy to data analysts.
