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MongoDB + Pylons FTW: 
Scalabale Web apps with Python & NoSQL
 Niall O'Higgins
  
MongoDB ??
 Non­relational (NoSQL) document­oriented 
database
 Rich query language
 Flexible data model (JSON)
 Sharding and replication with automatic­failover
 CAP write quorum support
  
MongoDB vs MySQL vs BDB
 Feature Comparison
MongoDB MySQL BDB
Master-Slave
Replication
Yes Yes No
Automatic
master
failover
Yes No No
Ad-hoc
Schemas
Yes No No
Manual index
specification
Yes Yes Yes
Rich query
language
Yes Yes No
Joins No Yes No
  
MongoDB: NoSQL?
 Closer to MySQL than to BDB/Tyrant/Redis
 Less emphasis on Google­scale scalability at this 
point compared to e.g. Cassandra/HBase
 Today, MongoDB scales slightly better than 
MySQL IMHO.
 Main advantage over RDBMS is ease of 
development!
  
NoORM
 MongoDB document is a JSON object.
 PyMongo driver exposes these as dictionaries
E.g. db.mycollection.insert(dict(myprop='foo!'))
 You can even embed objects within a document:
E.g. db.mycollection.insert(
dict(emails=
      [dict(email_lower='niallo@pywebsf.org')]
))
  
NoORM II
 You can query across properties, embedded or 
otherwise, easily.
E.g. 
r = db.mycollection.find_one(
{emails.email_lower:'niallo@pywebsf.org'}
)
print r['emails'][0]['email_lower']
  
NoORM III
 SQL queries can get very complicated (huge joins, 
aggregate queries, etc)
 Marshalling SQL to/from  objects is painful, 
tedious.
 Cross­RDBMS portability issues
  → ORMs can make sense with RDBMS
 At least in Python, I see absolutely no need for 
ORM with MongoDB.
  
More on querying MongoDB
 I alluded to a rich query language:
 $lt, $lte, $gt, $gte == <, <=, >, =>
 $ne == <>, !=
 $in == IN
 $or == OR
 Sort() == ORDER BY
 Limit() == LIMIT
 Skip() == OFFSET
 Group() == GROUP BY
  
Geo Features
Geospatial querying out of the box:
 $near (x, y): Return documents sorted by distance 
from point.
 $within, $box/$center: Return documents within 
bounds of a rectangle/circle. Earth is flat in 1.6.x 
and lower. Spherical model in 1.7.0 and up.
 Other limits: Only one geo index per collection. No 
sharding support.
  
More on querying MongoDB
 Sample rich query:
db.foo.find({'$or': [{'owner_account_id': Id}, 
{'shared_to': Id}], 'location': {'$near': [37.783, 
­122.393]}}.skip(offset).limit(PAGE_SIZE)
  
MongoDB Gotchas
 Obviously not as mature as any RDBMS on the 
market. You can find bugs, but developers are 
extremely responsive.
 4MB limit per document.
 Cap on number of indexes per collection.
 No transactions, although some imperfect support 
for atomic operations. Race with e.g. Deleting 
single embedded object from list property.
  → Not the right fit for every system! 
  → Think through your schema!
  
Pylons
 Elegant, lightweight but fully­featured framework.
 Perfect fit for mixed API and Web rendering 
environment we have at Catch.com
 Threaded design, easy to program. No callbacks 
needed. Works fine with synchronous libraries.
 Threads in Python suck due to the GIL.
 Multi­core systems necessitate multi­process 
operation.
 Options: Apache+mod_wsgi or multiple Pasters.
  
mod_wsgi vs multiple Pasters
 Apache+mod_wsgi is kind of a pain to setup, 
configure.
 Past production experiences with mod_wsgi include 
memory leaks, CPU spinning.
 Paster is simple, built into Pylons. One Paster 
server maps cleanly to one Python interpreter 
process.
  LOLapps serve high­volume production traffic 
with Paster just fine.
  
Catch.com Paster
 Multiple Pasters per machine, each listening on a 
separate port.
 Nginx load balances between them all.
 Nginx also terminates SSL.
 No issues whatsoever handling the load today.
  
Paster Debugging Tip
 Configure smtp_server
 Point it at a Google Mail list
 Set up a Gmail label to filter messages into
 Now you have nicely searchable, real­time stack 
traces aggregated from each Paster. Very useful 
for debugging distributed systems!

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MongoDB + Pylons FTW: Scalable Web apps with Python & NoSQL