Tuesday, 17 January 2012

Creating a dashboard with Python, MongoDB and Highcharts.

We were asked to create views onto some of our development and deployment processes so that management and the teams could see how they were doing. We would have to take in and extract data from several different systems, for several different projects and display statistics and trend lines for those systems.

Choices and Decisions

 Some of the systems that we were going to monitor, such as subversion and anthill, weren't query-able and would push data to us, so we would need a data store. The facts that we weren't doing anything transactional (or critical), that the shape of the data may change for a source, and that it could, potentially, get quite large; lead us to MongoDB. There were a couple of other benefits too, the transition from SQL is supposed to be relatively painless, it uses javascript as it's scripting language, and the document structure is in BSON -which the languages drives return to you as JSON (which gives you the possibility of dumping it straight to the web page).

Highcharts -well it's just a damn fine javascript graphing package that's very well documented.

Python -just because we fancied trying something new really.

Having decided upon Python I wanted a really minimal MVC framework, as I felt we had enough new (to us) technologies on our plate, and settled upon Bottle. We set Python up to run in Apache using mod_wsgi, just because we are used to Apache, a more Python dedicated solution may have been better.

How did it all work out? 

Pretty well, once we'd got the hang of it. Mongo is fairly friendly, although getting your head around map/reduce takes a little time, and groupby queries are really syntactic sugar on that. You may want to take a look at MongoDB aggregation post -this is easier to use than map/reduce in many cases.

 Mongo sells itself as a document store and is schema- less. This is good and bad, good because things don't break when the data structures change, bad  because things don't break when the data structures change, so we had feeds dying where the feeding program should have got an exception, but didn't.

Python -is Python, some things, such as class auto loading we missed, other features such as list comprehensions we appreciated.

Bottle I really liked, I set up an MVC structure, all it really supports nativley is routing and views via SimpleTemplateEngine, but creating controller and model directories is easy enough although it's a bit of a bore having to load the classes manually. We ended up with one big template that had as it's arguments the output of partial templates for each widget and in some cases we were abble to extract a data structure from Mongo and pass it as a JSON object to the template without any translation or mapping in tween.


With a system like this the issues are all in the maintenance, we had perhaps half a dozen feeds from different products and teams, and any change in configuration at the product end would have a downstream effect on us. It was rare that all widgets were working at the same time. We did have a large number of unit tests written that could be run to narrow down a problem, but 90% of the time it was a change in another system, JIRA or svn, that would cause the problem.


  1. I'm looking to do the same thing, do you have any code snippets you can share?

    Did you use any of the python highcharts libraries? If so, which one, and was it any good?

    Has this setup changed at all since you posted your blog post?

    Ken Cochrane

  2. A very late reply -sorry Ken.

    The code was written for th company I worked for at the time, so I can't really share it.

    I didn't use a highcharts python library, the joy of using the moustache templates is that you can pass a data structure into the highcharts javascript and when the page is loaded the data will get rendered.


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