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Home/ Questions/Q 8447587
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Editorial Team
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Editorial Team
Asked: June 10, 20262026-06-10T10:12:56+00:00 2026-06-10T10:12:56+00:00

I have been hearing alot about nosql key/value databases online now. Can you give

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I have been hearing alot about nosql key/value databases online now. Can you give an example of what one is used for. What kind of real world data is best for these kind of databases?

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  1. Editorial Team
    Editorial Team
    2026-06-10T10:12:58+00:00Added an answer on June 10, 2026 at 10:12 am

    I think ‘What the heck are you actually using NoSQL for‘ is an excellent read for real life usage cases for NoSQL databases. Let me quote some of them here:

    • Managing large streams of non-transactional data: Apache logs, application logs, MySQL logs, clickstreams, etc.

    • Syncing online and offline data. This is a niche CouchDB has targeted.
      Fast response times under all loads.

    • Avoiding heavy joins for when the query load for complex joins become too large for a RDBMS.

    • Soft real-time systems where low latency is critical. Games are one example.

    • Applications where a wide variety of different write, read, query, and consistency patterns need to be supported. There are systems optimized for 50% reads 50% writes, 95% writes, or 95% reads.

    • Read-only applications needing extreme speed and resiliency, simple
      queries, and can tolerate slightly stale data.

    • Applications requiring moderate performance, read/write access, simple queries, completely
      authoritative data.

    • Read-only application which complex query requirements.

    • Load balance to accommodate data and usage concentrations and to help keep microprocessors busy.

    • Real-time inserts, updates, and queries.

    • Hierarchical data like threaded discussions and parts explosion.

    • Dynamic table creation.

    • Two tier applications where low latency data is made available through a fast NoSQL interface, but the data itself can be calculated and updated by high latency Hadoop apps or other low priority apps.

    • Sequential data reading. The right underlying data storage model needs to be selected. A B-tree may not be the best model for sequential reads.

    • Slicing off part of service that may need better performance/scalability onto it’s own system. For example, user logins may need to be high performance and this feature could use a dedicated service to meet those goals.

    • Caching. A high performance caching tier for web sites and other applications. Example is a cache for the Data Aggregation System used by the Large Hadron Collider.

    • Voting.

    • Real-time page view counters.

    • User registration, profile, and session data.

    • Document, catalog management and content management systems. These are facilitated by the ability to store complex documents has a whole rather than organized as relational tables. Similar logic applies to inventory, shopping carts, and other structured data types.

    • Archiving. Storing a large continual stream of data that is still accessible on-line.

    • Document-oriented databases with a flexible schema that can handle schema changes over time.

    • Analytics. Use MapReduce, Hive, or Pig to perform analytical queries and scale-out systems that support high write loads.

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