Software Engineering (DevOps, SRE, MLOps)

In domains of DevOps, SRE (Site Reliability Engineering), MLOps and DataOps, here are some of the challenges faced.

Data lifecycle management is a critical area where Data Engineering plays a vital role.

(Click on each section to view details)

Key Tools for addressing these pain points

• Data Ingestion & Integration: Apache Kafka, Talend, Fivetran.

• Data Processing: Apache Spark, Snowflake, Databricks.

• Data Monitoring: Prometheus, Grafana, Monte Carlo.

• Data Governance: Collibra, Alation.

• Data Versioning: Delta Lake, DVC.

Let us know if you would you like detailed guidance on any of these challenges or tools.