|By Dharshan Rangegowda||
|July 28, 2014 11:01 AM EDT||
The poster child scenario for big data – you need to sift through a large amount of data to extract a tiny “nugget” of information. Also you need to do it in as short a amount of time as possible, your business depends on it. Historically using traditional RDBMS technology this sort of scenario has required a large team and a large investment of time and money. Most traditional RDBMS’s only scale vertically, so you have to keep buying larger and larger machines to reduce your turnaround time. The advent of public clouds and NoSQL databases like MongoDB has completely disrupted how teams are thinking about this scenario.
Recently once of our customers came to us with an interesting problem. Periodically they needed to run a really complex query that scanned their entire data set. This query was pretty much a collection scan – it touched every document in the collection. Here are more details
- Total data was about 100GB
- Data safety was not a issue since the master copy of the data resided elsewhere
- Query speed was extremely important. The goal was to be able to run the entire query within 10-15 mnts
- The system needed to be up only when the query is running (minimize cost)
Due to the last requirement it made sense to run the entire system on a public cloud. The machines get turned on for only a few hours every week for the data to get updated and the query to get run. The customer was already comfortable with Amazon EC2, so the decision was made to prototype the system in AWS.
The best configuration to achieve this goal was a “Sharded” mongod deployment. Here is the configuration we settled on
- 3 shards – each shard has a standalone instance (r3.xlarge) with 30 GB of RAM
- 1 config server
- 1 shard router (m3.xlarge) with 15 GB of RAM
A couple of things I would like to point out about our choices
- Standalone vs replica set – Data safety is not an important requirement here since the master data is stored in a separate system. Hence we went with standalone servers instead of a replica set to save on cost.
- 3 config servers vs 1 config server – Same reason as above. Data safety is not an important issue. In a typical production environment we would have gone with three config servers.
The real beauty of this configuration is that due to the sharded configuration almost the entire 100GB of data is stored completely in memory. So essentially what you are running is an “in memory” scan. This dramatically reduced the run time of the query from a few hours to less than 10 mnts. The use of the public cloud also dramatically reduced the capital investment since you only pay for the machines when they are running.
This is a fairly dramatic change to how teams have been handling this scenario over the past decade. So if you are in the “Finding a needle in a haystack” business think Cloud + NoSQL!
As always if you have any questions you can reach us at [email protected]
In addition to all the benefits, IoT is also bringing new kind of customer experience challenges - cars that unlock themselves, thermostats turning houses into saunas and baby video monitors broadcasting over the internet. This list can only increase because while IoT services should be intuitive and simple to use, the delivery ecosystem is a myriad of potential problems as IoT explodes complexity. So finding a performance issue is like finding the proverbial needle in the haystack.
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