Can anyone give some idea for conducting experiments on MongoDB and Cassandra for evaluating performance on the basis of scalability and consistency?
There are some surveys and comparisons, take a look:
https://scholar.google.com.br/scholar?hl=pt-BR&q=nosql+database+survey&btnG=&lr=
Here is a Benchmark Tool witch you perhaps consider for some parts of your comparison:
https://github.com/brianfrankcooper/YCSB/wiki
In following paper, authors have shown a very good comparison of various NoSQL databases. (including MongoDB and Cassandra)
http://www.journalofcloudcomputing.com/content/2/1/22
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