Merge branch 'master' into release/v0.11.0

README.md

@@ -121,6 +121,7 @@ Check out the [contributions guide](https://docs.elementary-data.com/general/con
 <a href="https://github.com/ellakz"><img src="https://avatars.githubusercontent.com/u/18530437?v=4" width="50" height="50" alt=""/></a>
 <a href="https://github.com/ofek1weiss"><img src="https://avatars.githubusercontent.com/u/55920061?v=4" width="50" height="50" alt=""/></a>
 <a href="https://github.com/erikzaadi"><img src="https://avatars.githubusercontent.com/u/77775?v=4" width="50" height="50" alt=""/></a>
+<a href="https://github.com/dapollak"><img src="https://avatars.githubusercontent.com/u/13542197?v=4" width="50" height="50" alt=""/></a>
 <a href="https://github.com/RoiTabach"><img src="https://avatars.githubusercontent.com/u/25003091?v=4" width="50" height="50" alt=""/></a>
 <a href="https://github.com/hahnbeelee"><img src="https://avatars.githubusercontent.com/u/55263191?v=4" width="50" height="50" alt=""/></a>
 <a href="https://github.com/seanglynn-thrive"><img src="https://avatars.githubusercontent.com/u/93200565?v=4" width="50" height="50" alt=""/></a>
@@ -181,6 +182,9 @@ Check out the [contributions guide](https://docs.elementary-data.com/general/con
 <a href="https://github.com/kovaacs"><img src="https://avatars.githubusercontent.com/u/20384210?v=4" width="50" height="50" alt=""/></a>
 <a href="https://github.com/Arun-kc"><img src="https://avatars.githubusercontent.com/u/22231409?v=4" width="50" height="50" alt=""/></a>
 <a href="https://github.com/pbadeer"><img src="https://avatars.githubusercontent.com/u/467756?v=4" width="50" height="50" alt=""/></a>
+<a href="https://github.com/JavierLopezT"><img src="https://avatars.githubusercontent.com/u/11339132?v=4" width="50" height="50" alt=""/></a>
+<a href="https://github.com/trevdoz"><img src="https://avatars.githubusercontent.com/u/34779611?v=4" width="50" height="50" alt=""/></a>
+<a href="https://github.com/francoisforster"><img src="https://avatars.githubusercontent.com/u/1295590?v=4" width="50" height="50" alt=""/></a>
 
 <!-- markdownlint-restore -->
 <!-- prettier-ignore-end -->

docs/guides/anomaly-detection-configuration/fail_on_zero.mdx

@@ -0,0 +1,37 @@
+---
+title: "fail_on_zero"
+sidebarTitle: "fail_on_zero"
+---
+
+`fail_on_zero: true/false`
+
+Elementary anomaly detection tests will fail if there is a zero metric value within the detection period.
+If undefined, default is false.
+
+- _Default: false_
+- _Relevant tests: All anomaly detection tests_
+
+<RequestExample>
+
+```yml test
+models:
+  - name: this_is_a_model
+    tests:
+      - elementary.volume_anomalies:
+          fail_on_zero: true
+```
+
+```yml model
+models:
+  - name: this_is_a_model
+    config:
+      elementary:
+        fail_on_zero: true
+```
+
+```yml dbt_project.yml
+vars:
+  fail_on_zero: true
+```
+
+</RequestExample>

docs/guides/anomaly-detection-configuration/ignore_small_changes.mdx

@@ -0,0 +1,64 @@
+---
+title: "ignore_small_changes"
+sidebarTitle: "ignore_small_changes"
+---
+
+```
+ignore_small_changes:
+  spike_failure_percent_threshold: [int]
+  drop_failure_percent_threshold: [int]
+```
+
+If defined, an anomaly test will fail only if all the following conditions hold:
+
+- The z-score of the metric within the detection period is anomoulous
+- One of the following holds:
+  - The metric within the detection period is higher than `spike_failure_percent_threshold` percentages of the mean value in the training period, if defined.
+  - The metric within the detection period is lower than `drop_failure_percent_threshold` percentages of the mean value in the training period, if defined
+
+Those settings can help to deal with situations where your metrics are stable and small changes causes to high z-scores, and therefore to anomaly.
+
+If undefined, default is null for both spike and drop.
+
+- _Default: none_
+- _Relevant tests: All anomaly detection tests_
+
+<RequestExample>
+
+```yml test
+models:
+  - name: this_is_a_model
+    tests:
+      ignore_small_changes:
+        spike_failure_percent_threshold: 2
+        drop_failure_percent_threshold: 50
+```
+
+```yml model
+models:
+  - name: this_is_a_model
+    config:
+      elementary:
+        ignore_small_changes:
+          spike_failure_percent_threshold: 2
+```
+
+```yml source
+sources:
+  - name: my_non_dbt_tables
+    schema: raw
+    tables:
+      - name: source_table
+        meta:
+          elementary:
+            ignore_small_changes:
+              drop_failure_percent_threshold: 50
+```
+
+```yml dbt_project.yml
+vars:
+  ignore_small_changes:
+    spike_failure_percent_threshold: 10
+```
+
+</RequestExample>

docs/guides/anomaly-detection-tests/volume-anomalies.mdx

@@ -36,6 +36,10 @@ No mandatory configuration, however it is highly recommended to configure a `tim
       &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href="/guides/anomaly-detection-configuration/time-bucket"><font color="#CD7D55">period: [hour | day | week | month]</font></a>
       &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href="/guides/anomaly-detection-configuration/time-bucket"><font color="#CD7D55">count: int</font></a>
       &nbsp;&nbsp;&nbsp;&nbsp;<a href="/guides/anomaly-detection-configuration/seasonality"><font color="#CD7D55">seasonality: day_of_week</font></a>
+      &nbsp;&nbsp;&nbsp;&nbsp;<a href="/guides/anomaly-detection-configuration/fail_on_zero"><font color="#CD7D55">fail_on_zero: [true | false]</font></a>
+      &nbsp;&nbsp;&nbsp;&nbsp;<a href="/guides/anomaly-detection-configuration/ignore_small_changes"><font color="#CD7D55">ignore_small_changes:</font></a>
+      &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href="/guides/anomaly-detection-configuration/ignore_small_changes"><font color="#CD7D55">spike_failure_percent_threshold: int</font></a>
+      &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href="/guides/anomaly-detection-configuration/ignore_small_changes"><font color="#CD7D55">drop_failure_percent_threshold: int</font></a>
  </code>
 </pre>
 

docs/mint.json

@@ -147,7 +147,9 @@
             "guides/anomaly-detection-configuration/exclude_regexp",
             "guides/anomaly-detection-configuration/dimensions",
             "guides/anomaly-detection-configuration/event_timestamp_column",
-            "guides/anomaly-detection-configuration/update_timestamp_column"
+            "guides/anomaly-detection-configuration/update_timestamp_column",
+            "guides/anomaly-detection-configuration/ignore_small_changes",
+            "guides/anomaly-detection-configuration/fail_on_zero"
           ]
         }
       ]