assimil8 > Modern tech stack
The ingest layer enables real-time and batch processing of data and by partnering with top vendors such as Kinesis, AWS Glue, Fivetran, and Airbyte, we're able to ensure a smooth flow of data, without barriers.
The ingest layer also includes ELT (extract, load, transform) processes to fully clean and transform data before it enters the storage layer.
The ingest layer is the second stage of the modern data stack and is responsible for the processing and integration of large volumes of data from different sources. The goal is to collect data in real-time or in batches and make it ready for storage, processing, and analysis.
The ingest layer typically includes three primary processes: streaming, batch, and ELT (extract, load, transform).
Streaming refers to the real-time processing of data as it’s generated, while batch processing involves collecting data over a period of time and processing it all at once. ELT, on the other hand, is the process of extracting data from a source, loading it into a target, and transforming it to make it suitable for further analysis.
The ingest layer typically involves a variety of technologies, including data connectors, streaming technologies, and ETL tools. For example, tools like Apache Kafka, Amazon Kinesis, or Google Cloud Pub/Sub are great for streaming data, while tools like AWS Glue, Talend, or Matillion are better used for batch and ELT processing.
One of the key benefits of the ingest layer is that it allows you to collect data from various sources, integrate it, and prepare it for analysis in a highly efficient and scalable way. This has never been more important as companies look for ways to scale and grow their business using data.
The ingest layer can also help to identify patterns and insights in data that they may have missed otherwise. By collecting data in real-time or near-real-time, your business can act on insights as they emerge and take advantage of opportunities faster.
If your business is looking for a way to collect, process, and integrate large volumes of data from a variety of sources, then we can help. By using the latest technologies and partnering with top vendors such as Kinesis, AWS Glue, Fivetran, and Airbyte, we’re able to ingest your data in the most efficient and scalable way possible.
Contact us today to discover how we can help you to streamline your data collection processes and gain valuable insights into their operations and customers.
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