Created
December 25, 2021 19:06
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App Insights Large Data Download Method - Python
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import json | |
import os | |
import requests | |
import pandas as pd | |
end_point = 'api.applicationinsights.io' | |
def download_data(product_n_data_type): | |
start_time = "datetime(2021-10-13T00:00:00.001Z)" #Set a start time accoridng to your requirement | |
download_finished = False | |
complete_df = {} | |
end_time = 'now()' | |
is_first_time_download = True | |
appId, API_KEY = get_keys() | |
while not download_finished: | |
query = get_query(product_n_data_type, start_time, end_time) | |
params = {"query": query} | |
headers = {'X-Api-Key': API_KEY, 'Accept': 'application/json'} | |
url = f'https://api.applicationinsights.io/v1/apps/{appId}/query' | |
response = requests.get(url, headers=headers, params=params) | |
logs = json.loads(response.text) | |
result = {} | |
for table in logs['tables']: | |
result[table['name']] = pd.DataFrame.from_records(table['rows'], columns=[col['name'] for col in table['columns']]) | |
df_final = result['PrimaryResult'] | |
if len(df_final) == 500000: | |
start_time = 'datetime(' + df_final['timestamp'].max() + ')' | |
if is_first_time_download: | |
complete_df = df_final | |
is_first_time_download = False | |
else: | |
complete_df = complete_df.append(df_final) | |
else: | |
download_finished = True | |
if is_first_time_download: | |
complete_df = df_final | |
is_first_time_download = False | |
else: | |
complete_df = complete_df.append(df_final) | |
return complete_df | |
def get_query(): | |
return "Add APP Insights Query Here" | |
def get_keys(product_n_data_type): | |
# Assign app_Id and API_KEY values to variables or read from the pipeline secrets at run-time | |
return app_Id, API_KEY |
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