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Design considerations for consumers

This document outlines some useful tips in designing your consumer applications. If you have anything to add, post an entry on our `issue tracker`_.

Keeping up with market data

As EMDR grows, the volume of market data you see over a given span of time will continue to increase. This means that you'll need to design with concurrency in mind.

Ideally, you have a dedicated process that is just enough to connect to EMDR and save the data to your DB backend. We suggest doing any aggregation or additional processing in another process, to make sure you don't lose any data due to blocking or bugs introduced in your processing/aggregation code. If your consumer can't process the incoming data fast enough to keep up with the relay, we end up discarding pending messages on the relay to prevent buffer overflow. The end result is that you will lose messages.

For an idea of what this looks like, see our greenlet_consumer code example. This is written in Python, using gevent_ to perform the DB saves using greenlets, which are micro-threads. Most languages have something similar available, so don't let the fact that this is in Python psyche you out if you're using another language.

Deal with duplicate data

You will see some duplicate data coming down through EMDR. There are a few different kinds of duplication:

  • Multiple players are sitting in Jita, looking at Module X at about the same time. You'll see two individual messages, containing the same (or very similar) data.
  • Another market service uploads a message that has already been through EMDR. This is a duplicate in its purest sense. We will do our best to hunt this down and take care of it for you, but do design with it in mind.

Some elect to store every individual data point for each item. This is a viable approach, and not extremely expensive. Your aggregator process can go through data as it's coming in to look for suspicious patterns. Duplicate data can be a valuable means of cross-checking incoming data, in this case.

Others only store the current price for items, using the generatedAt values to determine whether the message contains newer data than they have.

Don't be too trusting

The reality of player-upload-driven market data sites is that we are at the mercy of said players as far as the data goes. The vast majority of uploaders are going to send good data. However, there is a minority that does not play so nicely.

In many cases, multiple players will upload the details for the same orders multiple times. This can be used to your advantage, in that you can cross-check things as they come in. If one message says Large Shield Extender I is going for 5 billion isk in Jita, but another three are saying much lower than that, your outlier is probably fraudulent and is best ignored.

You also have the option of cross-referencing the APIs of other sites who do not consume EMDR data. While this can defeat some of the purpose of using EMDR, the option is there to complement the feed.

Drop the banhammer on vandals

Uploaders may be uniquely identified via the EMDR key/value pair in each message's uploadKeys list. The value of the EMDR key is a salted, hashed string unique to the uploader's IP address. While this may be spoofed, it will offer some ability to blacklist obviously malicious users.

Use EMDR's redundancy to your advantage

EMDR is built with high availability in mind. Our only single point of failure is Amazon's Route 53 DNS service, which has an excellent reliability track record.

While you can connect to only one relay, you may wish to connect your consumer to two. This will allow your consumer to keep functioning, even if one of the relays it is subscribed to dies a fiery death. The only complication is that you will need to de-dupe the data coming in, as you'll be receiving two copies of each message (one from each relay).

Optionally, fire up a private EMDR relay within your infrastructure and consume from that. It'll do the de-duplication for you.

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