revert

Signed-off-by: Future-Outlier <[email protected]>

docs/deprecated_integrations/snowflake_plugin/snowflake_plugin_example.md

@@ -6,16 +6,67 @@ This example shows how to use the `SnowflakeTask` to execute a query in Snowflak
 To clone and run the example code on this page, see the [Flytesnacks repo][flytesnacks].
 ```
 
+To begin, import the required libraries:
+
 ```{rli} https://raw.githubusercontent.com/flyteorg/flytesnacks/master/examples/snowflake_plugin/snowflake_plugin/snowflake_plugin_example.py
 :caption: snowflake_plugin/snowflake_plugin_example.py
-:lines: 1-120
+:lines: 1-2
 ```
 
 Instantiate a {py:class}`~flytekitplugins.snowflake.SnowflakeTask` to execute a query.
 Incorporate {py:class}`~flytekitplugins.snowflake.SnowflakeConfig` within the task to define the appropriate configuration.
 
+```{rli} https://raw.githubusercontent.com/flyteorg/flytesnacks/master/examples/snowflake_plugin/snowflake_plugin/snowflake_plugin_example.py
+:caption: snowflake_plugin/snowflake_plugin_example.py
+:lines: 4-15
+```
+
 :::{note}
-Please give your Snowflake task different names.
+For successful registration, ensure that your Snowflake task is assigned a unique
+name within your project/domain for your Flyte installation.
 :::
 
+In practical applications, our primary focus is often on utilizing Snowflake to query datasets.
+Here, we employ the `SNOWFLAKE_SAMPLE_DATA`, a default dataset in the Snowflake service.
+You can find more details about it [here](https://docs.snowflake.com/en/user-guide/sample-data.html).
+The data adheres to the following schema:
+
+```{eval-rst}
++----------------------------------------------+
+| C_CUSTKEY (int)                              |
++----------------------------------------------+
+| C_NAME (string)                              |
++----------------------------------------------+
+| C_ADDRESS (string)                           |
++----------------------------------------------+
+| C_NATIONKEY (int)                            |
++----------------------------------------------+
+| C_PHONE (string)                             |
++----------------------------------------------+
+| C_ACCTBAL (float)                            |
++----------------------------------------------+
+| C_MKTSEGMENT (string)                        |
++----------------------------------------------+
+| C_COMMENT (string)                           |
++----------------------------------------------+
+```
+
+Let us explore how we can parameterize our query to filter results for a specific country.
+This country will be provided as user input, using a nation key to specify it.
+
+```{rli} https://raw.githubusercontent.com/flyteorg/flytesnacks/master/examples/snowflake_plugin/snowflake_plugin/snowflake_plugin_example.py
+:caption: snowflake_plugin/snowflake_plugin_example.py
+:lines: 18-34
+```
+
+To review the query results, access the Snowflake console at:
+`https://<SNOWFLAKE_ACCOUNT_ID>.snowflakecomputing.com/console#/monitoring/queries/detail`.
+
+You can also execute the task and workflow locally.
+
+```{rli} https://raw.githubusercontent.com/flyteorg/flytesnacks/master/examples/snowflake_plugin/snowflake_plugin/snowflake_plugin_example.py
+:caption: snowflake_plugin/snowflake_plugin_example.py
+:lines: 41-43
+```
+
 [flytesnacks]: https://github.com/flyteorg/flytesnacks/tree/master/examples/snowflake_plugin