Write to MongoDB
This example reads a list of records from an input file and writes them to a MongoDB collection. It provides a convenient way to ingest data from different file formats and persist it in a MongoDB database, enabling users to take advantage of MongoDB's flexible data model and powerful querying capabilities.
When migrating data from one system to another, it is often necessary to read data from files in various formats and transfer it to a MongoDB database. This example simplifies the process by providing a straightforward way to read records from input files and write them to a MongoDB collection, facilitating efficient and accurate data migration.
Input CSV File
Account,LastName,FirstName,Balance,CreditLimit,AccountCreated,Rating 101,Reeves,Keanu,9315.45,10000.00,1/17/1998,A 312,Butler,Gerard,90.00,1000.00,8/6/2003,B 868,Hewitt,Jennifer Love,0,17000.00,5/25/1985,B 761,Pinkett-Smith,Jada,49654.87,100000.00,12/5/2006,A 317,Murray,Bill,789.65,5000.00,2/5/2007,C
Java Code Listing
package com.northconcepts.datapipeline.examples.cookbook; import java.io.File; import com.northconcepts.datapipeline.core.DataReader; import com.northconcepts.datapipeline.core.DataWriter; import com.northconcepts.datapipeline.csv.CSVReader; import com.northconcepts.datapipeline.job.Job; import com.northconcepts.datapipeline.mongodb.MongoWriter; public class WriteToMongoDb { public static void main(String[] args) { String database = "datapipeline"; String collection = "clients"; DataReader reader = new CSVReader(new File("example/data/input/credit-balance-01.csv")) .setFieldNamesInFirstRow(true); DataWriter writer = new MongoWriter(database, collection); Job.run(reader, writer); } /* CSV input Account,LastName,FirstName,Balance,CreditLimit,AccountCreated,Rating 101,Reeves,Keanu,9315.45,10000.00,1/17/1998,A 312,Butler,Gerard,90.00,1000.00,8/6/2003,B 868,Hewitt,Jennifer Love,0,17000.00,5/25/1985,B 761,Pinkett-Smith,Jada,49654.87,100000.00,12/5/2006,A 317,Murray,Bill,789.65,5000.00,2/5/2007,C */ /* to check MongoDb server, run the mongo shell > use datapipeline switched to db datapipeline > db.clients.find() { "_id" : ObjectId("57026fef8dbd7a08b4846d84"), "Account" : "101", "LastName" : "Reeves", "FirstName" : "Keanu", "Balance" : "9315.45", "CreditLimit" : "10000.0 0", "AccountCreated" : "1/17/1998", "Rating" : "A" } { "_id" : ObjectId("57026fef8dbd7a08b4846d85"), "Account" : "312", "LastName" : "Butler", "FirstName" : "Gerard", "Balance" : "90.00", "CreditLimit" : "1000.00" , "AccountCreated" : "8/6/2003", "Rating" : "B" } { "_id" : ObjectId("57026fef8dbd7a08b4846d86"), "Account" : "868", "LastName" : "Hewitt", "FirstName" : "Jennifer Love", "Balance" : "0", "CreditLimit" : "17000 .00", "AccountCreated" : "5/25/1985", "Rating" : "B" } { "_id" : ObjectId("57026fef8dbd7a08b4846d87"), "Account" : "761", "LastName" : "Pinkett-Smith", "FirstName" : "Jada", "Balance" : "49654.87", "CreditLimit" : " 100000.00", "AccountCreated" : "12/5/2006", "Rating" : "A" } { "_id" : ObjectId("57026fef8dbd7a08b4846d88"), "Account" : "317", "LastName" : "Murray", "FirstName" : "Bill", "Balance" : "789.65", "CreditLimit" : "5000.00", "AccountCreated" : "2/5/2007", "Rating" : "C" } > */ }
Code Walkthrough
- MongoDB access parameters (database, collection names) are declared as String variables.
- A CSVReader is created to import the data from the input file
credit-balance-01.csv
. - MongoWriter instance is created to write data to MongoDB collection.
- Data is transferred from CSVReader to MongoWriter via Job.run() method. See how to compile and run data pipeline jobs.
Output
Records from CSV file is added to the "clients" collection of "datapipeline" Mongo database. The following commands should be executed in MongoDB Shell to get the list of records: use datapipeline
, db.clients.find()
.