Source Google Analytics v4: - add pk and lookback window #26283

grubberr · 2023-05-18T21:23:13Z

What

Try to fix this oncalls
https://github.com/airbytehq/oncall/issues/2055
https://github.com/airbytehq/oncall/issues/2065

The customer complains that data from metrics of recent days is not full.
I propose to re-fetch data multiple times and use deduplication.

added primary_key for deduplication
added LOOKBACK_WINDOW = 2

Backward incompatible!

https://docs.google.com/document/d/11cx-ZTBsWyt4ZVVURTbm_etvX4IYp1QUlbT9FzcdCzE/edit

Primary Key changed:

OLD = [“uuid”]
NEW = [“dimension1”, “dimension2”, “dimension3”]

Because the new implementation removed the old uuid field which was an old primary_key. Existing synchronizations can lose data because of the deduplication mechanism. If the customer will run “refresh source schema” all works OK.

All dimensions are Primary key

The main idea of this PR is to make all dimensions that we passed to stream to be multi-field primary_key.
For example for our stream devices.

primary_key = ["date", "deviceCategory", "operatingSystem", "browser"]

This connector is equivalent of such SQL:

SELECT date, deviceCategory, operatingSystem, browser, sum(metric1), sum(metric2)
FROM table
WHERE date > start and data < end
GROUP BY date, deviceCategory, operatingSystem, browser

As you can see the combination of all dimensions gives us a unique set of values for every record.
It's important to understand that we have multiple such SQL queries because of connector slicing.

slice1: WHERE date >= '2023-04-01' and data =< '2023-04-30
slice2: WHERE date >= '2023-05-01' and data =< '2023-05-25

Missed "date" dimension

If the stream missed "date" dimension, for example, the custom stream can be constructed without "date" dimension.
Using the previously mentioned approach: "all dimensions are primary_key" does not work because now PK data can be duplicated.

slice1:

SELECT browser, sum(metric1), sum(metric2)
FROM table
WHERE '2023-04-01' > start and data < '2023-04-30'
GROUP BY browser

slice2:

SELECT browser, sum(metric1), sum(metric2)
FROM table
WHERE '2023-05-01' > start and data < '2023-05-25'
GROUP BY browser

Result:

Browser	Metric1	Metric2	Slice
Chrome	500	600	slice1
Chrome	700	800	slice2

To fix this problem for such streams which are missed "date" dimension I have added a 2 new fields from slice "startDate", "endDate" which are also part of the primary key:

New Result:

Browser	Metric1	Metric2	startDate	endDate	Slice
Chrome	500	600	2023-04-01	2023-04-31	slice1
Chrome	700	800	2023-05-01	2023-05-25	slice2

Because now primary_key=["Browser", "startDate", "endDate"] now all works OK.

Signed-off-by: Sergey Chvalyuk <grubberr@gmail.com>

github-actions · 2023-05-18T21:23:35Z

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…cs-data-api-2 Signed-off-by: Sergey Chvalyuk <grubberr@gmail.com>

Signed-off-by: Sergey Chvalyuk <grubberr@gmail.com>

…' of github.com:airbytehq/airbyte into grubberr/oncall-2055-source-google-analytics-data-api-2

Signed-off-by: Sergey Chvalyuk <grubberr@gmail.com>

grubberr · 2023-05-19T12:02:49Z

/test connector=connectors/source-google-analytics-data-api

🕑 connectors/source-google-analytics-data-api https://github.com/airbytehq/airbyte/actions/runs/5024028643

Signed-off-by: Sergey Chvalyuk <grubberr@gmail.com>

grubberr · 2023-05-19T12:10:35Z

/test connector=connectors/source-google-analytics-data-api

🕑 connectors/source-google-analytics-data-api https://github.com/airbytehq/airbyte/actions/runs/5024100126
✅ connectors/source-google-analytics-data-api https://github.com/airbytehq/airbyte/actions/runs/5024100126
Python tests coverage:

Name                                                Stmts   Miss  Cover
-----------------------------------------------------------------------
source_google_analytics_data_api/__init__.py            2      0   100%
source_google_analytics_data_api/authenticator.py      44      2    95%
source_google_analytics_data_api/utils.py              26      2    92%
source_google_analytics_data_api/source.py            235     29    88%
source_google_analytics_data_api/api_quota.py          94     12    87%
-----------------------------------------------------------------------
TOTAL                                                 401     45    89%

Build Passed

Test summary info:

=========================== short test summary info ============================
SKIPPED [1] ../usr/local/lib/python3.9/site-packages/connector_acceptance_test/tests/test_core.py:100: The previous and actual specifications are identical.
============= 39 passed, 1 skipped, 1 warning in 415.57s (0:06:55) =============

Signed-off-by: Sergey Chvalyuk <grubberr@gmail.com>

grubberr · 2023-05-19T13:09:17Z

/test connector=connectors/source-google-analytics-data-api

🕑 connectors/source-google-analytics-data-api https://github.com/airbytehq/airbyte/actions/runs/5024623024
✅ connectors/source-google-analytics-data-api https://github.com/airbytehq/airbyte/actions/runs/5024623024
Python tests coverage:

Name                                                Stmts   Miss  Cover
-----------------------------------------------------------------------
source_google_analytics_data_api/__init__.py            2      0   100%
source_google_analytics_data_api/authenticator.py      44      2    95%
source_google_analytics_data_api/utils.py              26      2    92%
source_google_analytics_data_api/source.py            235     29    88%
source_google_analytics_data_api/api_quota.py          94     12    87%
-----------------------------------------------------------------------
TOTAL                                                 401     45    89%

Build Passed

Test summary info:

=========================== short test summary info ============================
SKIPPED [1] ../usr/local/lib/python3.9/site-packages/connector_acceptance_test/tests/test_core.py:100: The previous and actual specifications are identical.
============= 39 passed, 1 skipped, 1 warning in 411.52s (0:06:51) =============

…cs-data-api-2 Signed-off-by: Sergey Chvalyuk <grubberr@gmail.com>

Signed-off-by: Sergey Chvalyuk <grubberr@gmail.com>

grubberr · 2023-05-23T06:57:45Z

/test connector=connectors/source-google-analytics-data-api

🕑 connectors/source-google-analytics-data-api https://github.com/airbytehq/airbyte/actions/runs/5054176289
✅ connectors/source-google-analytics-data-api https://github.com/airbytehq/airbyte/actions/runs/5054176289
Python tests coverage:

Name                                                Stmts   Miss  Cover
-----------------------------------------------------------------------
source_google_analytics_data_api/__init__.py            2      0   100%
source_google_analytics_data_api/authenticator.py      44      2    95%
source_google_analytics_data_api/utils.py              26      2    92%
source_google_analytics_data_api/source.py            235     29    88%
source_google_analytics_data_api/api_quota.py          94     12    87%
-----------------------------------------------------------------------
TOTAL                                                 401     45    89%

Build Passed

Test summary info:

=========================== short test summary info ============================
SKIPPED [1] ../usr/local/lib/python3.9/site-packages/connector_acceptance_test/tests/test_core.py:100: The previous and actual specifications are identical.
============= 39 passed, 1 skipped, 1 warning in 416.21s (0:06:56) =============

grubberr · 2023-06-01T07:30:52Z

@maxi297

After your recommendation try to find more smooth transition for customers I have added this commit:

618034c

The main idea: produce "uuid" field for already existing syncs that still work on old configured_catalog.

THE MAIN PROBLEM WHICH WAS BEFORE THIS IMPROVEMENT:

if the new connector 0.3.0 stops producing "uuid" field but the old configured_catalog still announce that the primary_key is "uuid" after normalization, we have an empty "uuid" field which will be de-duplicated.

AFTER THIS IMPROVEMENT:

It still preferable to ask customers to press "refresh source schema" after upgrade to 0.3.0
but as for me now it's not such critical if customer forget to do it right away.

tag @pedroslopez

…cs-data-api-2 Signed-off-by: Sergey Chvalyuk <grubberr@gmail.com>

grubberr · 2023-06-02T10:03:23Z

/test connector=connectors/source-google-analytics-data-api

🕑 connectors/source-google-analytics-data-api https://github.com/airbytehq/airbyte/actions/runs/5154302312
✅ connectors/source-google-analytics-data-api https://github.com/airbytehq/airbyte/actions/runs/5154302312
Python tests coverage:

Name                                                Stmts   Miss  Cover
-----------------------------------------------------------------------
source_google_analytics_data_api/__init__.py            2      0   100%
source_google_analytics_data_api/authenticator.py      44      2    95%
source_google_analytics_data_api/api_quota.py          94     12    87%
source_google_analytics_data_api/source.py            259     41    84%
source_google_analytics_data_api/utils.py              39     10    74%
-----------------------------------------------------------------------
TOTAL                                                 438     65    85%

Build Passed

Test summary info:

=========================== short test summary info ============================
SKIPPED [1] ../usr/local/lib/python3.9/site-packages/connector_acceptance_test/tests/test_core.py:100: The previous and actual specifications are identical.
SKIPPED [1] ../usr/local/lib/python3.9/site-packages/connector_acceptance_test/tests/test_core.py:695: This tests currently leads to too much failures. We need to fix the connectors at scale first.
============ 39 passed, 2 skipped, 1 warning in 1033.49s (0:17:13) =============

…cs-data-api-2 Signed-off-by: Sergey Chvalyuk <grubberr@gmail.com>

grubberr · 2023-06-02T20:05:23Z

/test connector=connectors/source-google-analytics-data-api

🕑 connectors/source-google-analytics-data-api https://github.com/airbytehq/airbyte/actions/runs/5159312061
✅ connectors/source-google-analytics-data-api https://github.com/airbytehq/airbyte/actions/runs/5159312061
Python tests coverage:

Name                                                Stmts   Miss  Cover
-----------------------------------------------------------------------
source_google_analytics_data_api/__init__.py            2      0   100%
source_google_analytics_data_api/authenticator.py      44      2    95%
source_google_analytics_data_api/api_quota.py          94     12    87%
source_google_analytics_data_api/source.py            259     41    84%
source_google_analytics_data_api/utils.py              39     10    74%
-----------------------------------------------------------------------
TOTAL                                                 438     65    85%

Build Passed

Test summary info:

=========================== short test summary info ============================
SKIPPED [1] ../usr/local/lib/python3.9/site-packages/connector_acceptance_test/tests/test_core.py:100: The previous and actual specifications are identical.
SKIPPED [1] ../usr/local/lib/python3.9/site-packages/connector_acceptance_test/tests/test_core.py:695: This tests currently leads to too much failures. We need to fix the connectors at scale first.
============ 39 passed, 2 skipped, 1 warning in 1062.16s (0:17:42) =============

maxi297

Given the improvements and the added work, I will approve this conditional to a strategy to refresh source schema

tybernstein · 2023-06-08T14:01:08Z

@girarda @pedroslopez @artem1205 @davydov-d tagging you all as requested reviewers, just wanted to see what needs to be done to get this merged.

girarda

code change looks sane. Thank you for working on smoothing out the transition!

questions:

have you tested both streams with the new pk and with the old one to ensure the transition is smooth?
can you update the release playbook?
how will we know when we can get rid of the transition code?

girarda · 2023-06-08T17:49:23Z

...tions/connectors/source-google-analytics-data-api/source_google_analytics_data_api/source.py

@@ -144,6 +144,14 @@ def get_json_schema(self) -> Mapping[str, Any]:
            }
        )

+        if "cohort_spec" not in self.config and "date" not in self.config["dimensions"]:


can you add a comment on this block? It's not obvious why "cohort_spec" is a special case

added comment, cohorts doesn't support startDate and endDate

girarda · 2023-06-08T17:51:20Z

...tions/connectors/source-google-analytics-data-api/source_google_analytics_data_api/source.py

+            # We pass the uuid field for synchronizations which still have the old
+            # configured_catalog with the old primary key. We need it to avoid of removal of rows
+            # in the deduplication process. As soon as the customer press "refresh source schema"
+            # this part is no longer needed.


how will we know when we can remove this code block?

I guess we need help from TSC team to communicate with users and set due date, and after this date we can remove this code block.

darynaishchenko · 2023-06-09T11:08:17Z

/test connector=connectors/source-google-analytics-data-api

🕑 connectors/source-google-analytics-data-api https://github.com/airbytehq/airbyte/actions/runs/5221217048
✅ connectors/source-google-analytics-data-api https://github.com/airbytehq/airbyte/actions/runs/5221217048
Python tests coverage:

Name                                                Stmts   Miss  Cover
-----------------------------------------------------------------------
source_google_analytics_data_api/__init__.py            2      0   100%
source_google_analytics_data_api/authenticator.py      44      2    95%
source_google_analytics_data_api/api_quota.py          94     12    87%
source_google_analytics_data_api/source.py            259     41    84%
source_google_analytics_data_api/utils.py              39     10    74%
-----------------------------------------------------------------------
TOTAL                                                 438     65    85%

Build Passed

Test summary info:

=========================== short test summary info ============================
SKIPPED [1] ../usr/local/lib/python3.9/site-packages/connector_acceptance_test/tests/test_core.py:100: The previous and actual specifications are identical.
SKIPPED [1] ../usr/local/lib/python3.9/site-packages/connector_acceptance_test/tests/test_core.py:695: This tests currently leads to too much failures. We need to fix the connectors at scale first.
============ 39 passed, 2 skipped, 1 warning in 1217.93s (0:20:17) =============

darynaishchenko · 2023-06-09T12:08:41Z

code change looks sane. Thank you for working on smoothing out the transition!

questions:

have you tested both streams with the new pk and with the old one to ensure the transition is smooth?

I have tested it locally, by generating new and old configured catalogs and running this code with these catalogs, reading was succeeded.

…cs-data-api-2

darynaishchenko · 2023-06-14T09:02:10Z

/test connector=connectors/source-google-analytics-data-api

🕑 connectors/source-google-analytics-data-api https://github.com/airbytehq/airbyte/actions/runs/5265148114
✅ connectors/source-google-analytics-data-api https://github.com/airbytehq/airbyte/actions/runs/5265148114
Python tests coverage:

Name                                                Stmts   Miss  Cover
-----------------------------------------------------------------------
source_google_analytics_data_api/__init__.py            2      0   100%
source_google_analytics_data_api/authenticator.py      44      2    95%
source_google_analytics_data_api/api_quota.py          98     12    88%
source_google_analytics_data_api/utils.py              56     10    82%
source_google_analytics_data_api/source.py            267     49    82%
-----------------------------------------------------------------------
TOTAL                                                 467     73    84%

Build Passed

Test summary info:

=========================== short test summary info ============================
SKIPPED [1] ../usr/local/lib/python3.9/site-packages/connector_acceptance_test/tests/test_core.py:100: The previous and actual specifications are identical.
SKIPPED [1] ../usr/local/lib/python3.9/site-packages/connector_acceptance_test/tests/test_core.py:695: This tests currently leads to too much failures. We need to fix the connectors at scale first.
============ 39 passed, 2 skipped, 1 warning in 1168.80s (0:19:28) =============

amaliaroye · 2023-06-15T15:05:47Z

@darynaishchenko Do users need to run a reset after refreshing their source schema? If they do, would there be a possibility of hitting our rate limit/quota for OAuth?

darynaishchenko · 2023-06-15T16:32:32Z

@darynaishchenko Do users need to run a reset after refreshing their source schema? If they do, would there be a possibility of hitting our rate limit/quota for OAuth?

This PR doesn't change connector's spec, so users don't need to run a reset. @bazarnov, please correct me, if I'm wrong

amaliaroye · 2023-06-15T17:32:04Z

@darynaishchenko Gotcha, thank you! If there's no reset needed, I'll send out the outreach today, and can we schedule this to be released on Thursday, June 22nd around 9am PT, 4pm UTC?

darynaishchenko · 2023-06-15T17:40:00Z

@darynaishchenko Gotcha, thank you! If there's no reset needed, I'll send out the outreach today, and can we schedule this to be released on Thursday, June 22nd around 9am PT, 4pm UTC?

yes, thank you

…cs-data-api-2

octavia-squidington-iii · 2023-06-22T10:01:41Z

source-google-analytics-data-api test report (commit `7ee544d6bd`) - ✅

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Build source-google-analytics-data-api docker image for platform linux/x86_64	✅
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dancook-doxo · 2023-07-05T17:07:31Z

What

Try to fix this oncalls https://github.com/airbytehq/oncall/issues/2055 https://github.com/airbytehq/oncall/issues/2065

The customer complains that data from metrics of recent days is not full. I propose to re-fetch data multiple times and use deduplication.

added primary_key for deduplication

added LOOKBACK_WINDOW = 2

What is the effect of LOOKBACK_WINDOW = 2? Reason I ask is because I'm starting to wonder if GA4 considers the data "golden" for a given day before this is actually true. I've been moving daily cron schedules for GA4 syncs in an attempt to make sure that once a sync is complete then any date in the past is "golden" and won't change if I were to reset the stream and re-sync that date.

Is there a generally accepted best time to schedule a daily GA4 sync now that LOOKBACK_WINDOW has been implemented?

grubberr added 2 commits May 18, 2023 21:21

primary_key added

a398d28

Signed-off-by: Sergey Chvalyuk <grubberr@gmail.com>

bump 0.2.3

d9c2ff9

Signed-off-by: Sergey Chvalyuk <grubberr@gmail.com>

octavia-squidington-iii added the area/connectors Connector related issues label May 18, 2023

grubberr mentioned this pull request May 18, 2023

Source Google Analytics v4: - add pk and lookback window #26282

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octavia-squidington-iii added the connectors/source/google-analytics-data-api label May 18, 2023

grubberr self-assigned this May 18, 2023

grubberr and others added 8 commits May 18, 2023 21:44

Automated Change

9c7481c

Merge branch 'master' into grubberr/oncall-2055-source-google-analyti…

3d7486c

…cs-data-api-2 Signed-off-by: Sergey Chvalyuk <grubberr@gmail.com>

test_parse_response fixed

a98d83d

Signed-off-by: Sergey Chvalyuk <grubberr@gmail.com>

Automated Change

a39e377

primary_key added

f441172

Signed-off-by: Sergey Chvalyuk <grubberr@gmail.com>

Merge branch 'grubberr/oncall-2055-source-google-analytics-data-api-2…

333bcf5

…' of github.com:airbytehq/airbyte into grubberr/oncall-2055-source-google-analytics-data-api-2

metadata = None added

2a2db72

Signed-off-by: Sergey Chvalyuk <grubberr@gmail.com>

LOOKBACK_WINDOW added

2415a4c

Signed-off-by: Sergey Chvalyuk <grubberr@gmail.com>

google-analytics-data-api.md updated

c41dc69

Signed-off-by: Sergey Chvalyuk <grubberr@gmail.com>

octavia-squidington-iii added the area/documentation Improvements or additions to documentation label May 19, 2023

threshold_days: 2 added

d251c18

Signed-off-by: Sergey Chvalyuk <grubberr@gmail.com>

grubberr requested review from artem1205 and lazebnyi May 19, 2023 12:11

grubberr added 2 commits May 19, 2023 13:03

remove uuid from acceptance-test-config.yml

09c4baa

Signed-off-by: Sergey Chvalyuk <grubberr@gmail.com>

uuid removed

0891b1e

Signed-off-by: Sergey Chvalyuk <grubberr@gmail.com>

grubberr and others added 3 commits May 19, 2023 13:29

Automated Change

4124c30

Merge branch 'master' into grubberr/oncall-2055-source-google-analyti…

a46221e

…cs-data-api-2 Signed-off-by: Sergey Chvalyuk <grubberr@gmail.com>

oss_registry.json - removed

1d3957f

Signed-off-by: Sergey Chvalyuk <grubberr@gmail.com>

lazebnyi requested a review from davydov-d May 23, 2023 18:34

grubberr requested a review from pedroslopez June 1, 2023 07:31

Merge branch 'master' into grubberr/oncall-2055-source-google-analyti…

effef34

…cs-data-api-2 Signed-off-by: Sergey Chvalyuk <grubberr@gmail.com>

Merge branch 'master' into grubberr/oncall-2055-source-google-analyti…

2eb4343

…cs-data-api-2 Signed-off-by: Sergey Chvalyuk <grubberr@gmail.com>

maxi297 approved these changes Jun 5, 2023

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girarda approved these changes Jun 8, 2023

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added comment about cohort get_json_schema

bdc741f

Major Version Number Bump

0c419cd

darynaishchenko mentioned this pull request Jun 9, 2023

Source Google Analytics Data API: rollback for changes in 26283 #27205

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darynaishchenko requested a review from a team June 9, 2023 14:25

pedroslopez removed their request for review June 12, 2023 14:17

Merge branch 'master' into grubberr/oncall-2055-source-google-analyti…

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…cs-data-api-2

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Merge branch 'master' into grubberr/oncall-2055-source-google-analyti…

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…cs-data-api-2

darynaishchenko merged commit 019153f into master Jun 22, 2023
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darynaishchenko deleted the grubberr/oncall-2055-source-google-analytics-data-api-2 branch June 22, 2023 16:00

lazebnyi mentioned this pull request Sep 13, 2023

Google Analytics 4 (GA4): incremental sync on daily_active_users not fetching recent updates #26054

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What

Source Google Analytics v4: - add pk and lookback window #26283

Source Google Analytics v4: - add pk and lookback window #26283

Conversation

grubberr commented May 18, 2023 • edited

What

Backward incompatible!

All dimensions are Primary key

Missed "date" dimension

github-actions bot commented May 18, 2023 • edited by grubberr

Before Merging a Connector Pull Request

grubberr commented May 19, 2023 • edited by github-actions bot

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darynaishchenko commented Jun 9, 2023 • edited by github-actions bot

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octavia-squidington-iii commented Jun 22, 2023

source-google-analytics-data-api test report (commit 7ee544d6bd) - ✅

dancook-doxo commented Jul 5, 2023 • edited

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source-google-analytics-data-api test report (commit `7ee544d6bd`) - ✅

dancook-doxo commented Jul 5, 2023 •

edited