Thursday, August 17


Processing PostgreSQL JSON & JSONB data in Java

Umair's PlanetPostgreSQL
This is part of a series of blogs on Java & PostgreSQL. For links to other blogs in this series, please scroll to the end of this post. Starting v9.2, PostgreSQL is providing native data type support for JSON objects. Subsequent releases introduced JSONB (binary formatted JSON objects) and many data manipulation functions for JSONs, making it a very powerful tool for NoSQL operations. String manipulation and parsing are very expensive operations in a database, so although you could have potentially stored JSON objects in strings in PostgreSQL before, introduction of the native data type has taken away overheads and made throughput a lot faster for JSON manipulation. JSON & JSONB JSONB was introduced as a native data type in v9.4 of PostgreSQL and it stores JSON objects (more…)
Redislog: Integrating PostgreSQL with Logstash for devops real-time monitoring

Redislog: Integrating PostgreSQL with Logstash for devops real-time monitoring

Featured, Gabriele's PlanetPostgreSQL
During the last October's Italian PGDay and European PostgreSQL conference, my friend Marco Nenciarini and I had the pleasure to talk about a new open source plugin for PostgreSQL, called redislog. In that presentation ("Integrating PostgreSQL with Logstash for real-time monitoring") we provided an example of our exploration/experimentation approach, with extensive and thorough coverage of testing and benchmarking activities. If you are curious to know more about that process, please refer to the slides of that talk, which are publicly available on Prezi. For the impatient: redislog taps into PostgreSQL's logging facility and allows DBAs to ship log events into a Redis queue, directly in JSON format, and to enter the ELK stack through the first class lane. Devops and the (more…)

PostgreSQL anti-patterns: Unnecessary json/hstore dynamic columns

Craig's PlanetPostgreSQL
PostgreSQL has json support - but you shouldn't use it for the great majority of what you're doing. This goes for hstore too, and the new jsonb type. These types are useful tools where they're needed, but should not be your first choice when modelling your data in PostgreSQL, as it'll make querying and manipulating it harder. Some readers will be familiar with the (anti)-pattern. EAV has been a necessary evil in database schemas for a long time. It's something we all advise against using and look down on, then resort to when reality and business requirements mean not everything can be fit into rigid fields in properly modelled relations. For those who don't know it, it's a schema design where you turn a relational database into a poor-man's key/value store using a table with object_id ("entity"), key ("attribute") and value columns. Querying it usually involves lots and lots of self-joins. json is the new EAV - a great tool when you need it, but not something you should use as a first choice. (Most of this also applies to PostgreSQL arrays, which are great tools for building queries, but not usually an appropriate way to store authorative data). (more…)
NoSQL with PostgreSQL 9.4 and JSONB

NoSQL with PostgreSQL 9.4 and JSONB

Giuseppe's PlanetPostgreSQL
The introduction of the JSONB data type in PostgreSQL, definitely makes the “NoSQ” side of this relational DBMS come out: this introduction meets the requirements of all those who prefer a data structure in a “key-value” array, dictionary style (widely used in the field of development) and, at the same time, ensures all the advantages of a relational database. (more…)