Streaming Data vs Batch Processing
Data can be processed in two broad rhythms: in large scheduled batches, or continuously as it arrives. Choosing the right one balances how fresh your data needs to be against cost and complexity.
This article explains both so you can judge which suits a given need.
Batch Processing
Batch work gathers data and processes it on a schedule — say, every night. It is simple, efficient and perfectly adequate when 'yesterday's figures this morning' is fresh enough, which covers most reporting.
Streaming
Streaming processes each event the moment it happens, enabling live dashboards, instant fraud checks and real-time alerts. It is more powerful but more complex and costly to build and run.
| Batch | Streaming | |
|---|---|---|
| Freshness | Periodic | Near real time |
| Complexity | Lower | Higher |
| Best for | Reports, exports | Live alerts, monitoring |
Frequently Asked Questions
Which should we choose?
Start with batch unless you have a clear, valuable need for real-time data. It is cheaper and simpler to run.
If you need a hand with any of this, your Progressive Robot delivery team is ready to help. Raise a ticket from the Support area of your client portal or speak to your account manager and we will guide you through the next steps.