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Apache Airflow supports the creation, scheduling, and monitoring of data engineering workflows. When paired with the CData JDBC Driver for Dynamics CRM, Airflow can work with live Dynamics CRM data. This article describes how to connect to and query Dynamics CRM data from an Apache Airflow instance and store the results in a CSV file.
With built-in optimized data processing, the CData JDBC driver offers unmatched performance for interacting with live Dynamics CRM data. When you issue complex SQL queries to Dynamics CRM, the driver pushes supported SQL operations, like filters and aggregations, directly to Dynamics CRM and utilizes the embedded SQL engine to process unsupported operations client-side (often SQL functions and JOIN operations). Its built-in dynamic metadata querying allows you to work with and analyze Dynamics CRM data using native data types.
CData simplifies access and integration of live Microsoft Dynamics CRM data. Our customers leverage CData connectivity to:
CData customers use our Dynamics CRM connectivity solutions for a variety of reasons, whether they're looking to replicate their data into a data warehouse (alongside other data sources) or analyze live Dynamics CRMa data from their preferred data tools inside the Microsoft ecosystem (Power BI, Excel, etc.) or with external tools (Tableau, Looker, etc.).
For assistance in constructing the JDBC URL, use the connection string designer built into the Dynamics CRM JDBC Driver. Either double-click the JAR file or execute the jar file from the command-line.
java -jar cdata.jdbc.dynamicscrm.jar
Fill in the connection properties and copy the connection string to the clipboard.
The connection string options meet the authentication and connection requirements of different Dynamics CRM instances. To connect to your instance, set the User and Password properties, under the Authentication section, to valid Dynamics CRM user credentials and set the Url to a valid Dynamics CRM server organization root. Additionally, set the CRMVersion property to 'CRM2011+' or 'CRMOnline'. IFD configurations are supported as well; set InternetFacingDeployment to true.
Additionally, you can provide the security token service (STS) or AD FS endpoint in the STSURL property. This value can be retrieved with the GetSTSUrl stored procedure. Office 365 users can connect to the default STS URL by simply setting CRMVersion.
π Using the built-in connection string designer to generate a JDBC URL (dynamics crm is shown.)To host the JDBC driver in clustered environments or in the cloud, you will need a license (full or trial) and a Runtime Key (RTK). For more information on obtaining this license (or a trial), contact our sales team.
The following are essential properties needed for our JDBC connection.
| Property | Value |
|---|---|
| Database Connection URL | jdbc:dynamicscrm:RTK=5246...;User=myuseraccount;Password=mypassword;URL=https://myOrg.crm.dynamics.com/;CRM Version=CRM Online; |
| Database Driver Class Name | cdata.jdbc.dynamicscrm.DynamicsCRMDriver |
A DAG in Airflow is an entity that stores the processes for a workflow and can be triggered to run this workflow. Our workflow is to simply run a SQL query against Dynamics CRM data and store the results in a CSV file.
import time
from datetime import datetime
from airflow.decorators import dag, task
from airflow.providers.jdbc.hooks.jdbc import JdbcHook
import pandas as pd
# Declare Dag
@dag(dag_id="dynamics crm_hook", schedule_interval="0 10 * * *", start_date=datetime(2022,2,15), catchup=False, tags=['load_csv'])
# Define Dag Function
def extract_and_load():
# Define tasks
@task()
def jdbc_extract():
try:
hook = JdbcHook(jdbc_conn_id="jdbc")
sql = """ select * from Account """
df = hook.get_pandas_df(sql)
df.to_csv("/{some_file_path}/{name_of_csv}.csv",header=False, index=False, quoting=1)
# print(df.head())
print(df)
tbl_dict = df.to_dict('dict')
return tbl_dict
except Exception as e:
print("Data extract error: " + str(e))
jdbc_extract()
sf_extract_and_load = extract_and_load()
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