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Advance Analytics and BI Platform

Current Use Case is to collect data from CRM service providers like SalesForce &

Microsoft CRM 365 and then transform into meaningful data by logically joining

different entities received and then persisting it into Data Warehouse.

Business Intelligence Dashboards will be developed and integrate it with Data

Warehouse and perform analysis using analytical queries (joining, grouping, sorting

etc.

Along with this, the Advanced Analytics Platform will be developed in which Data Science

The team will perform basic analysis first and Then build & train their Machine Learning

Models on top of it for Predictive Analytics & Recommendation Engines.

Create below modules -

1. Data Sources Management

Using this Module, User will be able to configure their Data Sources from which Data

needs to be collected.

Once User configure the Data Sources, Data Ingestion Job will be submitted to Apache

Gobblin and Gobblin will start collecting data from Data Sources.

2. Real-Time Analytics

Once Ingested Data is available on Kafka Streams, Structured Spark Streaming will be

used to process & transform it in a distributed way and write that to MariaDB Column

Store.

3. Data Lake

Data Lake will be required as Lot of Data will be ingested and Data Warehouse will be

having cleaned & transformed version of data .

All Data collected from CRM Data Sources will be coming in JSON format . So Apache

Gobblin will convert the json data into parquet format before loading in Data Lake for

better I/O & Low Latency Reads

4. Data Processing

For Data Processing, Apache Spark will be used which is distributed data processing

engine and Data Processing Jobs will be scheduled using Apache Airflow and it will

read latest data from Data Lake and apply required transformations and then persist the

data to Data Warehouse.

5. Data Warehousing

For Data Warehouse, Hive on Minio will be used and File Format will be Parquet. The hive

will act as a MetaStore and Schemas will be defined in it for various tables and Tables

will be pointing to their corresponding Minio Storage Location.

Business Intelligence

Both Querying Engines i.e. Spark sql on Hive and MariaDb ColumnStore supports JDBC .

So , Any BI Tool can connect to them using Standard JDBC Connections and execute

analytics queries and create various charts/graphs.

Квалификация: CRM, MySQL, PostgreSQL, Python, QlikView

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О работодателе:
( 0 отзыв(-а, -ов) ) Reston, United States

ID проекта: #19178759

37 фрилансеров(-а) в среднем готовы выполнить эту работу за $4403

KashirinA

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$3000 USD за 30 дней(-я)
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6.8
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