From 79bba3aa8e203ae4a53d254957583cc85b8be189 Mon Sep 17 00:00:00 2001
From: Mark Johnston <mj2.squ@gmail.com>
Date: Thu, 8 Jun 2023 13:50:27 +1200
Subject: [PATCH 1/7] Enable sphinx tabs

---
 docs/conf.py        |  1 +
 docs/stream_maps.md | 25 +++++++++++++++++++++----
 pyproject.toml      |  2 ++
 3 files changed, 24 insertions(+), 4 deletions(-)

diff --git a/docs/conf.py b/docs/conf.py
index 87df1b6b7..cd1cae558 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -42,6 +42,7 @@
     "sphinx_copybutton",
     "myst_parser",
     "sphinx_reredirects",
+    "sphinx_inline_tabs",
 ]
 
 # Add any paths that contain templates here, relative to this directory.
diff --git a/docs/stream_maps.md b/docs/stream_maps.md
index 355426fba..f0f22cf29 100644
--- a/docs/stream_maps.md
+++ b/docs/stream_maps.md
@@ -324,26 +324,43 @@ To create a new stream as a copy of the original, specify the operation
 `"__source__": "stream_name"`. For example, you can create a copy of the `customers` stream
 which only contains PII properties using the following:
 
-```js
+````{tab} JSON
+```json
 {
     "stream_maps": {
         "customers": {
-            // exclude these since we're capturing them in the pii stream
             "email": null,
             "full_name": null
         },
         "customers_pii": {
             "__source__": "customers",
-            // include just the PII and the customer_id
             "customer_id": "customer_id",
             "email": "email",
             "full_name": "full_name",
-            // exclude anything not declared
             "__else__": null,
         },
     },
 }
 ```
+````
+
+````{tab} meltano.yml
+```yaml
+stream_maps:
+  customers:
+    # Exclude these since we're capturing them in the pii stream
+    email:
+    full_name:
+  customers_pii:
+    __source__: customers
+    # include just the PII and the customer_id
+    customer_id: customer_id
+    email: email
+    full_name: full_name
+    # exclude anything not declared
+    __else__:
+```
+````
 
 ## Filtering out records from a stream using `__filter__` operation
 
diff --git a/pyproject.toml b/pyproject.toml
index 3c0384d3c..9ac820128 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -70,6 +70,7 @@ sphinx-copybutton = {version = ">=0.3.1,<0.6.0", optional = true}
 myst-parser = {version = ">=0.17.2,<1.1.0", optional = true}
 sphinx-autobuild = {version = "^2021.3.14", optional = true}
 sphinx-reredirects = {version = "^0.1.1", optional = true}
+sphinx-inline-tabs = {version = "^2023.4.21"}
 
 # File storage dependencies installed as optional 'filesystem' extras
 fs-s3fs = {version = "^1.1.1", optional = true}
@@ -86,6 +87,7 @@ docs = [
     "myst-parser",
     "sphinx-autobuild",
     "sphinx_reredirects",
+    "sphinx_inline_tabs",
 ]
 s3 = ["fs-s3fs"]
 testing = [

From 4efe398e392c462d5b0fa047675f91504f749991 Mon Sep 17 00:00:00 2001
From: mjsqu <mj2.squ@gmail.com>
Date: Thu, 8 Jun 2023 16:54:02 +1200
Subject: [PATCH 2/7] Add meltano.yml versions for all stream configs

- Also removed trailing commas in list/dict objects to make the JSON syntactically valid
- Removed all comments from JSON and added to meltano.yml tab
---
 docs/stream_maps.md | 177 +++++++++++++++++++++++++++++++++++---------
 1 file changed, 142 insertions(+), 35 deletions(-)

diff --git a/docs/stream_maps.md b/docs/stream_maps.md
index f0f22cf29..b9b99ecda 100644
--- a/docs/stream_maps.md
+++ b/docs/stream_maps.md
@@ -107,23 +107,41 @@ The `stream_maps` config expects a mapping of stream names to a structured trans
 Here is a sample `stream_maps` transformation which removes all references to `email` and
 adds `email_domain` and `email_hash` as new properties:
 
-`config.json`:
+`config.json` or `meltano.yml`:
 
-```js
+````{tab} JSON
+```json
 {
     "stream_maps": {
-        "customers": { // Apply these transforms to the stream called 'customers'
-            "email": null, // drop the PII field from RECORD and SCHEMA messages
-            "email_domain": "owner_email.split('@')[-1]", // capture just the email domain
-            "email_hash": "md5(config['hash_seed'] + owner_email)", // for uniqueness checks
+        "customers": {
+            "email": null,
+            "email_domain": "owner_email.split('@')[-1]",
+            "email_hash": "md5(config['hash_seed'] + owner_email)"
         }
     },
     "stream_map_config": {
-        // hash outputs are not able to be replicated without the original seed:
         "hash_seed": "01AWZh7A6DzGm6iJZZ2T"
     }
 }
 ```
+````
+
+````{tab} meltano.yml
+```yaml
+stream_maps:
+  # Apply these transforms to the stream called 'customers'
+  customers:
+    # drop the PII field from RECORD and SCHEMA messages
+    email: null
+    # capture just the email domain
+    email_domain: owner_email.split('@')[-1]
+    # for uniqueness checks
+    email_hash: md5(config['hash_seed'] + owner_email)
+stream_map_config:
+  # hash outputs are not able to be replicated without the original seed:
+  hash_seed: 01AWZh7A6DzGm6iJZZ2T
+```
+````
 
 If map expressions should have access to special config, such as in the
 one-way hash algorithm above, define those config arguments within the optional
@@ -197,26 +215,47 @@ The following logic is applied in determining the SCHEMA of the transformed stre
 To remove a stream, declare the stream within `stream_maps` config and assign it the value
 `null`. For example:
 
-```js
+````{tab} JSON
+```json
 {
     "stream_maps": {
-        "addresses": null  // don't sync the stream called 'addresses'
-    },
+        "addresses": null
+    }
 }
 ```
+````
+
+````{tab} meltano.yml
+```yaml
+stream_maps:
+  # don't sync the stream called 'addresses'
+  addresses: null
+```
+````
 
 To remove a property, declare the property within the designated stream's map entry and
 assign it the value `null`. For example:
 
-```js
+````{tab} JSON
+```json
 {
     "stream_maps": {
         "customers": {
-            "email": null, // don't sync the 'email' stream property
+            "email": null
         }
-    },
+    }
 }
 ```
+````
+
+````{tab} meltano.yml
+```yaml
+stream_maps:
+  customers:
+    # don't sync the 'email' stream property
+    email: null
+```
+````
 
 ### Remove all undeclared streams or properties
 
@@ -230,43 +269,80 @@ below.
 
 To remove all streams except the `customers` stream:
 
-```js
+````{tab} JSON
+```json
 {
     "stream_maps": {
         "customers": {},
         "__else__": null
-    },
+    }
 }
 ```
+````
+
+````{tab} meltano.yml
+```yaml
+stream_maps:
+  customers: {}
+  __else__: null
+```
+````
 
 To remove all fields from the `customers` stream except `customer_id`:
 
-```js
+````{tab} JSON
+```json
 {
     "stream_maps": {
         "customers": {
             "customer_id": "customer_id",
             "__else__": null
-        },
-    },
+        }
+    }
 }
 ```
+````
+
+````{tab} meltano.yml
+```yaml
+stream_maps:
+  customers:
+    customer_id: customer_id
+    __else__: null
+```
+````
 
 ### Unset or modify the stream's primary key behavior
 
 To override the stream's default primary key properties, add the `__key_properties__` operation within the stream map definition.
 
-```js
+````{tab} JSON
+```json
 {
     "stream_maps": {
         "customers": {
-            "customer_id": null,                          // Remove the original Customer ID column
-            "customer_id_hashed": "md5(customer_id)",     // Add a new (and still unique) ID column
-            "__key_properties__": ["customer_id_hashed"]  // Updated key to reflect the new name
-        },
-    },
+            "customer_id": null,     
+            "customer_id_hashed": "md5(customer_id)",
+            "__key_properties__": ["customer_id_hashed"]
+        }
+    }
 }
 ```
+````
+
+````{tab} meltano.yml
+```yaml
+stream_maps:
+  customers:
+    # Remove the original Customer ID column
+    customer_id: null
+    # Add a new (and still unique) ID column
+    customer_id_hashed: md5(customer_id)
+    # Updated key to reflect the new name
+    __key_properties__:
+    - customer_id_hashed
+```
+````
 
 Notes:
 
@@ -278,6 +354,7 @@ Notes:
 Some applications, such as multi-tenant, may benefit from adding a property with a hardcoded string literal value.
 These values need to be wrapped in double quotes to differentiate them from property names:
 
+````{tab} JSON
 ```json
 {
     "stream_maps": {
@@ -287,6 +364,15 @@ These values need to be wrapped in double quotes to differentiate them from prop
     }
 }
 ```
+````
+
+````{tab} meltano.yml
+```yaml
+stream_maps:
+  customers:
+    a_new_field: '\"client-123\"'
+```
+````
 
 #### Q: What is the difference between `primary_keys` and `key_properties`?
 
@@ -308,15 +394,26 @@ To alias a stream, simply add the operation `"__alias__": "new_name"` to the str
 definition. For example, to alias the `customers` stream as `customer_v2`, use the
 following:
 
-```js
+````{tab} JSON
+```json
 {
     "stream_maps": {
         "customers": {
             "__alias__": "customers_v2"
-        },
-    },
+        }
+    }
 }
 ```
+````
+
+````{tab} meltano.yml
+```yaml
+stream_maps:
+  customers:
+    __alias__: customers_v2
+```
+````
+
 
 ## Duplicating or splitting a stream using `__source__`
 
@@ -337,9 +434,9 @@ which only contains PII properties using the following:
             "customer_id": "customer_id",
             "email": "email",
             "full_name": "full_name",
-            "__else__": null,
-        },
-    },
+            "__else__": null
+        }
+    }
 }
 ```
 ````
@@ -349,8 +446,8 @@ which only contains PII properties using the following:
 stream_maps:
   customers:
     # Exclude these since we're capturing them in the pii stream
-    email:
-    full_name:
+    email: null
+    full_name: null
   customers_pii:
     __source__: customers
     # include just the PII and the customer_id
@@ -358,7 +455,7 @@ stream_maps:
     email: email
     full_name: full_name
     # exclude anything not declared
-    __else__:
+    __else__: null
 ```
 ````
 
@@ -369,15 +466,25 @@ The `__filter__` operation accept a string expression which must evaluate to `tr
 
 For example, to only include customers with emails from the `example.com` company domain:
 
-```js
+````{tab} JSON
+```json
 {
     "stream_maps": {
         "customers": {
             "__filter__": "email.endswith('@example.com')"
         }
-    },
+    }
 }
 ```
+````
+
+````{tab} meltano.yml
+```yaml
+stream_maps:
+  customers:
+    __filter__: email.endswith('@example.com')
+```
+````
 
 ### Understanding Filters' Affects on Parent-Child Streams
 

From 1d5b2a697baa1c52f74626520919e209a5e6c21e Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Thu, 8 Jun 2023 05:13:49 +0000
Subject: [PATCH 3/7] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 docs/stream_maps.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/stream_maps.md b/docs/stream_maps.md
index b9b99ecda..6ba7d339a 100644
--- a/docs/stream_maps.md
+++ b/docs/stream_maps.md
@@ -321,7 +321,7 @@ To override the stream's default primary key properties, add the `__key_properti
 {
     "stream_maps": {
         "customers": {
-            "customer_id": null,     
+            "customer_id": null,
             "customer_id_hashed": "md5(customer_id)",
             "__key_properties__": ["customer_id_hashed"]
         }

From ae882e4188772ea16713e5ab435329b6b64ecc62 Mon Sep 17 00:00:00 2001
From: mjsqu <mj2.squ@gmail.com>
Date: Thu, 8 Jun 2023 17:30:38 +1200
Subject: [PATCH 4/7] Set meltano.yml as first tab

---
 docs/stream_maps.md | 195 ++++++++++++++++++++++----------------------
 1 file changed, 97 insertions(+), 98 deletions(-)

diff --git a/docs/stream_maps.md b/docs/stream_maps.md
index 6ba7d339a..56d7a2dff 100644
--- a/docs/stream_maps.md
+++ b/docs/stream_maps.md
@@ -107,24 +107,7 @@ The `stream_maps` config expects a mapping of stream names to a structured trans
 Here is a sample `stream_maps` transformation which removes all references to `email` and
 adds `email_domain` and `email_hash` as new properties:
 
-`config.json` or `meltano.yml`:
-
-````{tab} JSON
-```json
-{
-    "stream_maps": {
-        "customers": {
-            "email": null,
-            "email_domain": "owner_email.split('@')[-1]",
-            "email_hash": "md5(config['hash_seed'] + owner_email)"
-        }
-    },
-    "stream_map_config": {
-        "hash_seed": "01AWZh7A6DzGm6iJZZ2T"
-    }
-}
-```
-````
+`meltano.yml` or `config.json`:
 
 ````{tab} meltano.yml
 ```yaml
@@ -143,6 +126,23 @@ stream_map_config:
 ```
 ````
 
+````{tab} JSON
+```json
+{
+    "stream_maps": {
+        "customers": {
+            "email": null,
+            "email_domain": "owner_email.split('@')[-1]",
+            "email_hash": "md5(config['hash_seed'] + owner_email)"
+        }
+    },
+    "stream_map_config": {
+        "hash_seed": "01AWZh7A6DzGm6iJZZ2T"
+    }
+}
+```
+````
+
 If map expressions should have access to special config, such as in the
 one-way hash algorithm above, define those config arguments within the optional
 `stream_map_config` setting. Values defined in `stream_map_config` will be available
@@ -215,6 +215,14 @@ The following logic is applied in determining the SCHEMA of the transformed stre
 To remove a stream, declare the stream within `stream_maps` config and assign it the value
 `null`. For example:
 
+````{tab} meltano.yml
+```yaml
+stream_maps:
+  # don't sync the stream called 'addresses'
+  addresses: null
+```
+````
+
 ````{tab} JSON
 ```json
 {
@@ -225,17 +233,18 @@ To remove a stream, declare the stream within `stream_maps` config and assign it
 ```
 ````
 
+To remove a property, declare the property within the designated stream's map entry and
+assign it the value `null`. For example:
+
 ````{tab} meltano.yml
 ```yaml
 stream_maps:
-  # don't sync the stream called 'addresses'
-  addresses: null
+  customers:
+    # don't sync the 'email' stream property
+    email: null
 ```
 ````
 
-To remove a property, declare the property within the designated stream's map entry and
-assign it the value `null`. For example:
-
 ````{tab} JSON
 ```json
 {
@@ -248,15 +257,6 @@ assign it the value `null`. For example:
 ```
 ````
 
-````{tab} meltano.yml
-```yaml
-stream_maps:
-  customers:
-    # don't sync the 'email' stream property
-    email: null
-```
-````
-
 ### Remove all undeclared streams or properties
 
 By default, all streams and stream properties will be included in the output unless
@@ -269,17 +269,6 @@ below.
 
 To remove all streams except the `customers` stream:
 
-````{tab} JSON
-```json
-{
-    "stream_maps": {
-        "customers": {},
-        "__else__": null
-    }
-}
-```
-````
-
 ````{tab} meltano.yml
 ```yaml
 stream_maps:
@@ -288,21 +277,19 @@ stream_maps:
 ```
 ````
 
-To remove all fields from the `customers` stream except `customer_id`:
-
 ````{tab} JSON
 ```json
 {
     "stream_maps": {
-        "customers": {
-            "customer_id": "customer_id",
-            "__else__": null
-        }
+        "customers": {},
+        "__else__": null
     }
 }
 ```
 ````
 
+To remove all fields from the `customers` stream except `customer_id`:
+
 ````{tab} meltano.yml
 ```yaml
 stream_maps:
@@ -312,24 +299,23 @@ stream_maps:
 ```
 ````
 
-### Unset or modify the stream's primary key behavior
-
-To override the stream's default primary key properties, add the `__key_properties__` operation within the stream map definition.
-
 ````{tab} JSON
 ```json
 {
     "stream_maps": {
         "customers": {
-            "customer_id": null,
-            "customer_id_hashed": "md5(customer_id)",
-            "__key_properties__": ["customer_id_hashed"]
+            "customer_id": "customer_id",
+            "__else__": null
         }
     }
 }
 ```
 ````
 
+### Unset or modify the stream's primary key behavior
+
+To override the stream's default primary key properties, add the `__key_properties__` operation within the stream map definition.
+
 ````{tab} meltano.yml
 ```yaml
 stream_maps:
@@ -344,6 +330,20 @@ stream_maps:
 ```
 ````
 
+````{tab} JSON
+```json
+{
+    "stream_maps": {
+        "customers": {
+            "customer_id": null,
+            "customer_id_hashed": "md5(customer_id)",
+            "__key_properties__": ["customer_id_hashed"]
+        }
+    }
+}
+```
+````
+
 Notes:
 
 - To sync the stream as if it did not contain a primary key, simply set `__key_properties__` to `null`.
@@ -354,6 +354,14 @@ Notes:
 Some applications, such as multi-tenant, may benefit from adding a property with a hardcoded string literal value.
 These values need to be wrapped in double quotes to differentiate them from property names:
 
+````{tab} meltano.yml
+```yaml
+stream_maps:
+  customers:
+    a_new_field: '\"client-123\"'
+```
+````
+
 ````{tab} JSON
 ```json
 {
@@ -366,14 +374,6 @@ These values need to be wrapped in double quotes to differentiate them from prop
 ```
 ````
 
-````{tab} meltano.yml
-```yaml
-stream_maps:
-  customers:
-    a_new_field: '\"client-123\"'
-```
-````
-
 #### Q: What is the difference between `primary_keys` and `key_properties`?
 
 **A:** These two are _generally_ identical - and will only differ in cases like the above where `key_properties` is manually
@@ -394,6 +394,14 @@ To alias a stream, simply add the operation `"__alias__": "new_name"` to the str
 definition. For example, to alias the `customers` stream as `customer_v2`, use the
 following:
 
+````{tab} meltano.yml
+```yaml
+stream_maps:
+  customers:
+    __alias__: customers_v2
+```
+````
+
 ````{tab} JSON
 ```json
 {
@@ -406,21 +414,30 @@ following:
 ```
 ````
 
+## Duplicating or splitting a stream using `__source__`
+
+To create a new stream as a copy of the original, specify the operation
+`"__source__": "stream_name"`. For example, you can create a copy of the `customers` stream
+which only contains PII properties using the following:
+
 ````{tab} meltano.yml
 ```yaml
 stream_maps:
   customers:
-    __alias__: customers_v2
+    # Exclude these since we're capturing them in the pii stream
+    email: null
+    full_name: null
+  customers_pii:
+    __source__: customers
+    # include just the PII and the customer_id
+    customer_id: customer_id
+    email: email
+    full_name: full_name
+    # exclude anything not declared
+    __else__: null
 ```
 ````
 
-
-## Duplicating or splitting a stream using `__source__`
-
-To create a new stream as a copy of the original, specify the operation
-`"__source__": "stream_name"`. For example, you can create a copy of the `customers` stream
-which only contains PII properties using the following:
-
 ````{tab} JSON
 ```json
 {
@@ -441,24 +458,6 @@ which only contains PII properties using the following:
 ```
 ````
 
-````{tab} meltano.yml
-```yaml
-stream_maps:
-  customers:
-    # Exclude these since we're capturing them in the pii stream
-    email: null
-    full_name: null
-  customers_pii:
-    __source__: customers
-    # include just the PII and the customer_id
-    customer_id: customer_id
-    email: email
-    full_name: full_name
-    # exclude anything not declared
-    __else__: null
-```
-````
-
 ## Filtering out records from a stream using `__filter__` operation
 
 The `__filter__` operation accept a string expression which must evaluate to `true` or
@@ -466,6 +465,14 @@ The `__filter__` operation accept a string expression which must evaluate to `tr
 
 For example, to only include customers with emails from the `example.com` company domain:
 
+````{tab} meltano.yml
+```yaml
+stream_maps:
+  customers:
+    __filter__: email.endswith('@example.com')
+```
+````
+
 ````{tab} JSON
 ```json
 {
@@ -478,14 +485,6 @@ For example, to only include customers with emails from the `example.com` compan
 ```
 ````
 
-````{tab} meltano.yml
-```yaml
-stream_maps:
-  customers:
-    __filter__: email.endswith('@example.com')
-```
-````
-
 ### Understanding Filters' Affects on Parent-Child Streams
 
 Nested child streams iterations will be skipped if their parent stream has a record-level

From 9bb56aa3efd94d79d5315fbdec97846d9c5ab5f4 Mon Sep 17 00:00:00 2001
From: mjsqu <mj2.squ@gmail.com>
Date: Tue, 20 Jun 2023 20:05:42 +1200
Subject: [PATCH 5/7] Set sphinx-inline-tabs to optional

Co-authored-by: Edgar R. M. <edgarrm358@gmail.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 9ac820128..00eafa38e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -70,7 +70,7 @@ sphinx-copybutton = {version = ">=0.3.1,<0.6.0", optional = true}
 myst-parser = {version = ">=0.17.2,<1.1.0", optional = true}
 sphinx-autobuild = {version = "^2021.3.14", optional = true}
 sphinx-reredirects = {version = "^0.1.1", optional = true}
-sphinx-inline-tabs = {version = "^2023.4.21"}
+sphinx-inline-tabs = {version = "^2023.4.21", optional = true}
 
 # File storage dependencies installed as optional 'filesystem' extras
 fs-s3fs = {version = "^1.1.1", optional = true}

From 60b4233e105b336a6c5ea2aea415c744e9588b60 Mon Sep 17 00:00:00 2001
From: mjsqu <mj2.squ@gmail.com>
Date: Tue, 20 Jun 2023 20:11:13 +1200
Subject: [PATCH 6/7] Set null to __NULL__ for all undeclared/excluded map
 properties

Co-authored-by: Edgar R. M. <edgarrm358@gmail.com>
---
 docs/stream_maps.md | 18 +++++++++---------
 1 file changed, 9 insertions(+), 9 deletions(-)

diff --git a/docs/stream_maps.md b/docs/stream_maps.md
index 56d7a2dff..e4119d640 100644
--- a/docs/stream_maps.md
+++ b/docs/stream_maps.md
@@ -115,7 +115,7 @@ stream_maps:
   # Apply these transforms to the stream called 'customers'
   customers:
     # drop the PII field from RECORD and SCHEMA messages
-    email: null
+    email: __NULL__
     # capture just the email domain
     email_domain: owner_email.split('@')[-1]
     # for uniqueness checks
@@ -219,7 +219,7 @@ To remove a stream, declare the stream within `stream_maps` config and assign it
 ```yaml
 stream_maps:
   # don't sync the stream called 'addresses'
-  addresses: null
+  addresses: __NULL__
 ```
 ````
 
@@ -241,7 +241,7 @@ assign it the value `null`. For example:
 stream_maps:
   customers:
     # don't sync the 'email' stream property
-    email: null
+    email: __NULL__
 ```
 ````
 
@@ -273,7 +273,7 @@ To remove all streams except the `customers` stream:
 ```yaml
 stream_maps:
   customers: {}
-  __else__: null
+  __else__: __NULL__
 ```
 ````
 
@@ -295,7 +295,7 @@ To remove all fields from the `customers` stream except `customer_id`:
 stream_maps:
   customers:
     customer_id: customer_id
-    __else__: null
+    __else__: __NULL__
 ```
 ````
 
@@ -321,7 +321,7 @@ To override the stream's default primary key properties, add the `__key_properti
 stream_maps:
   customers:
     # Remove the original Customer ID column
-    customer_id: null
+    customer_id: __NULL__
     # Add a new (and still unique) ID column
     customer_id_hashed: md5(customer_id)
     # Updated key to reflect the new name
@@ -425,8 +425,8 @@ which only contains PII properties using the following:
 stream_maps:
   customers:
     # Exclude these since we're capturing them in the pii stream
-    email: null
-    full_name: null
+    email: __NULL__
+    full_name: __NULL__
   customers_pii:
     __source__: customers
     # include just the PII and the customer_id
@@ -434,7 +434,7 @@ stream_maps:
     email: email
     full_name: full_name
     # exclude anything not declared
-    __else__: null
+    __else__: __NULL__
 ```
 ````
 

From fbf40d7b2217a53af533a62199b9f357e43e8f01 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Rami=CC=81rez=20Mondrago=CC=81n?=
 <edgarrm358@gmail.com>
Date: Tue, 20 Jun 2023 18:06:25 -0600
Subject: [PATCH 7/7] `poetry lock`

---
 poetry.lock    | 252 ++++++++++++++++++++++++++-----------------------
 pyproject.toml |   6 +-
 2 files changed, 138 insertions(+), 120 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 363130529..15aff2324 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -184,17 +184,17 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "boto3"
-version = "1.26.129"
+version = "1.26.157"
 description = "The AWS SDK for Python"
 optional = true
 python-versions = ">= 3.7"
 files = [
-    {file = "boto3-1.26.129-py3-none-any.whl", hash = "sha256:1dab3fcbeada61a3b5a42ea25a89143511a5b22626775c685e31e313f327cf3c"},
-    {file = "boto3-1.26.129.tar.gz", hash = "sha256:0686a62f424c4f3375a706555b765d1e24d03d70e7d317ffcb2d411b39aa8139"},
+    {file = "boto3-1.26.157-py3-none-any.whl", hash = "sha256:718b236aafc3f106d17cd5c4f513fc2f40bfa995c0cb730ecc893e9c808c0385"},
+    {file = "boto3-1.26.157.tar.gz", hash = "sha256:7a8117dfe9ba1f203d73b3df32a4ebdb895813189635f126fa256e1dea37ee8d"},
 ]
 
 [package.dependencies]
-botocore = ">=1.29.129,<1.30.0"
+botocore = ">=1.29.157,<1.30.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.6.0,<0.7.0"
 
@@ -203,13 +203,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.29.129"
+version = "1.29.157"
 description = "Low-level, data-driven core of boto 3."
 optional = true
 python-versions = ">= 3.7"
 files = [
-    {file = "botocore-1.29.129-py3-none-any.whl", hash = "sha256:f44460236324727615c518c229690c3cc3ea3162a55a2ac242ba771e8fa41553"},
-    {file = "botocore-1.29.129.tar.gz", hash = "sha256:80370e835ccf12e0429d4c6cc0e9d03cf47b72c41ec5916b01fb9544765f314d"},
+    {file = "botocore-1.29.157-py3-none-any.whl", hash = "sha256:ccbf948c040d68b6a22570e73dd63cb3b07ce33f4032e9b1d502d2fae55c3b80"},
+    {file = "botocore-1.29.157.tar.gz", hash = "sha256:af2a7b6417bf3bbf00ab22aa61a2d7d839a8a8a62e7975c18c80c55c88dc7fcf"},
 ]
 
 [package.dependencies]
@@ -430,13 +430,13 @@ files = [
 
 [[package]]
 name = "commitizen"
-version = "3.2.1"
+version = "3.4.0"
 description = "Python commitizen client tool"
 optional = false
 python-versions = ">=3.7,<4.0"
 files = [
-    {file = "commitizen-3.2.1-py3-none-any.whl", hash = "sha256:3723a5bf612e75d9cd1b0499ca2902e96d5fa8aaaada3c3b8b5888039edd26a0"},
-    {file = "commitizen-3.2.1.tar.gz", hash = "sha256:2d62fd099e81b5126d1870ada6c7e96ebb561cc27357bd2ce6930c0f5c573c21"},
+    {file = "commitizen-3.4.0-py3-none-any.whl", hash = "sha256:5c58052099a6512da66a893f09e98e1f0d94ed02720a4e8d5747d4d409d59cfb"},
+    {file = "commitizen-3.4.0.tar.gz", hash = "sha256:ab17db8c4f7258d9cdcc620046aa63d2139756ef78b2174cfa9f9c5e383eaf27"},
 ]
 
 [package.dependencies]
@@ -470,7 +470,7 @@ PyGithub = "^1.57"
 type = "git"
 url = "https://github.com/meltano/commitizen-version-bump.git"
 reference = "main"
-resolved_reference = "2ac24303b30441773d95357d5c2801275211ce5f"
+resolved_reference = "e2e6d5d13d39eae1f37e3a275c0d3d3e38c18439"
 
 [[package]]
 name = "cookiecutter"
@@ -621,13 +621,13 @@ files = [
 
 [[package]]
 name = "decli"
-version = "0.6.0"
+version = "0.6.1"
 description = "Minimal, easy-to-use, declarative cli tool"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "decli-0.6.0-py3-none-any.whl", hash = "sha256:d5ed1d509f5a6cf765a4d7350f7ffb0be0c1770840cbd38b05fb0aab642645e8"},
-    {file = "decli-0.6.0.tar.gz", hash = "sha256:2915a55525ef2b1a0ce88b8ccba62ac22df5b6ff3ed2094448e0f951f08e7ba5"},
+    {file = "decli-0.6.1-py3-none-any.whl", hash = "sha256:7815ac58617764e1a200d7cadac6315fcaacc24d727d182f9878dd6378ccf869"},
+    {file = "decli-0.6.1.tar.gz", hash = "sha256:ed88ccb947701e8e5509b7945fda56e150e2ac74a69f25d47ac85ef30ab0c0f0"},
 ]
 
 [[package]]
@@ -643,20 +643,20 @@ files = [
 
 [[package]]
 name = "deprecated"
-version = "1.2.13"
+version = "1.2.14"
 description = "Python @deprecated decorator to deprecate old python classes, functions or methods."
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
-    {file = "Deprecated-1.2.13-py2.py3-none-any.whl", hash = "sha256:64756e3e14c8c5eea9795d93c524551432a0be75629f8f29e67ab8caf076c76d"},
-    {file = "Deprecated-1.2.13.tar.gz", hash = "sha256:43ac5335da90c31c24ba028af536a91d41d53f9e6901ddb021bcc572ce44e38d"},
+    {file = "Deprecated-1.2.14-py2.py3-none-any.whl", hash = "sha256:6fac8b097794a90302bdbb17b9b815e732d3c4720583ff1b198499d78470466c"},
+    {file = "Deprecated-1.2.14.tar.gz", hash = "sha256:e5323eb936458dccc2582dc6f9c322c852a775a27065ff2b0c4970b9d53d01b3"},
 ]
 
 [package.dependencies]
 wrapt = ">=1.10,<2"
 
 [package.extras]
-dev = ["PyTest", "PyTest (<5)", "PyTest-Cov", "PyTest-Cov (<2.6)", "bump2version (<1)", "configparser (<5)", "importlib-metadata (<3)", "importlib-resources (<4)", "sphinx (<2)", "sphinxcontrib-websupport (<2)", "tox", "zipp (<2)"]
+dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "sphinx (<2)", "tox"]
 
 [[package]]
 name = "docutils"
@@ -1088,61 +1088,61 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
 [[package]]
 name = "markupsafe"
-version = "2.1.2"
+version = "2.1.3"
 description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "mypy-1.4.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:5a0ee54c2cb0f957f8a6f41794d68f1a7e32b9968675ade5846f538504856d42"},
+    {file = "mypy-1.4.0-cp39-cp39-win_amd64.whl", hash = "sha256:6c34d43e3d54ad05024576aef28081d9d0580f6fa7f131255f54020eb12f5352"},
+    {file = "mypy-1.4.0-py3-none-any.whl", hash = "sha256:f051ca656be0c179c735a4c3193f307d34c92fdc4908d44fd4516fbe8b10567d"},
+    {file = "mypy-1.4.0.tar.gz", hash = "sha256:de1e7e68148a213036276d1f5303b3836ad9a774188961eb2684eddff593b042"},
 ]
 
 [package.dependencies]
@@ -1427,21 +1427,21 @@ files = [
 
 [[package]]
 name = "platformdirs"
-version = "3.5.0"
+version = "3.6.0"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "platformdirs-3.5.0-py3-none-any.whl", hash = "sha256:47692bc24c1958e8b0f13dd727307cff1db103fca36399f457da8e05f222fdc4"},
-    {file = "platformdirs-3.5.0.tar.gz", hash = "sha256:7954a68d0ba23558d753f73437c55f89027cf8f5108c19844d4b82e5af396335"},
+    {file = "platformdirs-3.6.0-py3-none-any.whl", hash = "sha256:ffa199e3fbab8365778c4a10e1fbf1b9cd50707de826eb304b50e57ec0cc8d38"},
+    {file = "platformdirs-3.6.0.tar.gz", hash = "sha256:57e28820ca8094678b807ff529196506d7a21e17156cb1cddb3e74cebce54640"},
 ]
 
 [package.dependencies]
-typing-extensions = {version = ">=4.5", markers = "python_version < \"3.8\""}
+typing-extensions = {version = ">=4.6.3", markers = "python_version < \"3.8\""}
 
 [package.extras]
-docs = ["furo (>=2023.3.27)", "proselint (>=0.13)", "sphinx (>=6.1.3)", "sphinx-autodoc-typehints (>=1.23,!=1.23.4)"]
-test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.3.1)", "pytest-cov (>=4)", "pytest-mock (>=3.10)"]
+docs = ["furo (>=2023.5.20)", "proselint (>=0.13)", "sphinx (>=7.0.1)", "sphinx-autodoc-typehints (>=1.23,!=1.23.4)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.3.1)", "pytest-cov (>=4.1)", "pytest-mock (>=3.10)"]
 
 [[package]]
 name = "pluggy"
@@ -1576,13 +1576,13 @@ files = [
 
 [[package]]
 name = "pygithub"
-version = "1.58.1"
+version = "1.58.2"
 description = "Use the full Github API v3"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "PyGithub-1.58.1-py3-none-any.whl", hash = "sha256:4e7fe9c3ec30d5fde5b4fbb97f18821c9dbf372bf6df337fe66f6689a65e0a83"},
-    {file = "PyGithub-1.58.1.tar.gz", hash = "sha256:7d528b4ad92bc13122129fafd444ce3d04c47d2d801f6446b6e6ee2d410235b3"},
+    {file = "PyGithub-1.58.2-py3-none-any.whl", hash = "sha256:f435884af617c6debaa76cbc355372d1027445a56fbc39972a3b9ed4968badc8"},
+    {file = "PyGithub-1.58.2.tar.gz", hash = "sha256:1e6b1b7afe31f75151fb81f7ab6b984a7188a852bdb123dbb9ae90023c3ce60f"},
 ]
 
 [package.dependencies]
@@ -1931,18 +1931,18 @@ crt = ["botocore[crt] (>=1.20.29,<2.0a.0)"]
 
 [[package]]
 name = "setuptools"
-version = "67.7.2"
+version = "68.0.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "setuptools-67.7.2-py3-none-any.whl", hash = "sha256:23aaf86b85ca52ceb801d32703f12d77517b2556af839621c641fca11287952b"},
-    {file = "setuptools-67.7.2.tar.gz", hash = "sha256:f104fa03692a2602fa0fec6c6a9e63b6c8a968de13e17c026957dd1f53d80990"},
+    {file = "setuptools-68.0.0-py3-none-any.whl", hash = "sha256:11e52c67415a381d10d6b462ced9cfb97066179f0e871399e006c4ab101fc85f"},
+    {file = "setuptools-68.0.0.tar.gz", hash = "sha256:baf1fdb41c6da4cd2eae722e135500da913332ab3f2f5c7d33af9b492acb5235"},
 ]
 
 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (==0.8.3)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
-testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8 (<5)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pip (>=19.1)", "pip-run (>=8.8)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pip (>=19.1)", "pip-run (>=8.8)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-ruff", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
 testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
 
 [[package]]
@@ -2161,6 +2161,24 @@ sphinx = ">=1.8"
 code-style = ["pre-commit (==2.12.1)"]
 rtd = ["ipython", "myst-nb", "sphinx", "sphinx-book-theme", "sphinx-examples"]
 
+[[package]]
+name = "sphinx-inline-tabs"
+version = "2023.4.21"
+description = "Add inline tabbed content to your Sphinx documentation."
+optional = true
+python-versions = ">=3.8"
+files = [
+    {file = "sphinx_inline_tabs-2023.4.21-py3-none-any.whl", hash = "sha256:06809ac613f7c48ddd6e2fa588413e3fe92cff2397b56e2ccf0b0218f9ef6a78"},
+    {file = "sphinx_inline_tabs-2023.4.21.tar.gz", hash = "sha256:5df2f13f602c158f3f5f6c509e008aeada199a8c76d97ba3aa2822206683bebc"},
+]
+
+[package.dependencies]
+sphinx = ">=3"
+
+[package.extras]
+doc = ["furo", "myst-parser"]
+test = ["pytest", "pytest-cov", "pytest-xdist"]
+
 [[package]]
 name = "sphinx-reredirects"
 version = "0.1.2"
@@ -2524,13 +2542,13 @@ files = [
 
 [[package]]
 name = "types-urllib3"
-version = "1.26.25.12"
+version = "1.26.25.13"
 description = "Typing stubs for urllib3"
 optional = false
 python-versions = "*"
 files = [
-    {file = "types-urllib3-1.26.25.12.tar.gz", hash = "sha256:a1557355ce8d350a555d142589f3001903757d2d36c18a66f588d9659bbc917d"},
-    {file = "types_urllib3-1.26.25.12-py3-none-any.whl", hash = "sha256:3ba3d3a8ee46e0d5512c6bd0594da4f10b2584b47a470f8422044a2ab462f1df"},
+    {file = "types-urllib3-1.26.25.13.tar.gz", hash = "sha256:3300538c9dc11dad32eae4827ac313f5d986b8b21494801f1bf97a1ac6c03ae5"},
+    {file = "types_urllib3-1.26.25.13-py3-none-any.whl", hash = "sha256:5dbd1d2bef14efee43f5318b5d36d805a489f6600252bb53626d4bfafd95e27c"},
 ]
 
 [[package]]
@@ -2546,13 +2564,13 @@ files = [
 
 [[package]]
 name = "urllib3"
-version = "1.26.15"
+version = "1.26.16"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 files = [
-    {file = "urllib3-1.26.15-py2.py3-none-any.whl", hash = "sha256:aa751d169e23c7479ce47a0cb0da579e3ede798f994f5816a74e4f4500dcea42"},
-    {file = "urllib3-1.26.15.tar.gz", hash = "sha256:8a388717b9476f934a21484e8c8e61875ab60644d29b9b39e11e4b9dc1c6b305"},
+    {file = "urllib3-1.26.16-py2.py3-none-any.whl", hash = "sha256:8d36afa7616d8ab714608411b4a3b13e58f463aee519024578e062e141dce20f"},
+    {file = "urllib3-1.26.16.tar.gz", hash = "sha256:8f135f6502756bde6b2a9b28989df5fbe87c9970cecaa69041edcce7f0589b14"},
 ]
 
 [package.extras]
@@ -2698,11 +2716,11 @@ docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker
 testing = ["big-O", "flake8 (<5)", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
 
 [extras]
-docs = ["furo", "myst-parser", "sphinx", "sphinx-autobuild", "sphinx-copybutton", "sphinx-reredirects"]
+docs = ["furo", "myst-parser", "sphinx", "sphinx-autobuild", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-reredirects"]
 s3 = ["fs-s3fs"]
 testing = ["pytest", "pytest-durations"]
 
 [metadata]
 lock-version = "2.0"
 python-versions = "<3.12,>=3.7.1"
-content-hash = "e4ace691c7a3c5651576ee45fa03de04fb21abc1eb66f0ab99cf72015ab5dd2d"
+content-hash = "53c3e577e500c322fffa5a7f3e5fcebe34a2657894d35a9d5768b951320448d0"
diff --git a/pyproject.toml b/pyproject.toml
index 00eafa38e..e05d685d0 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -70,7 +70,7 @@ sphinx-copybutton = {version = ">=0.3.1,<0.6.0", optional = true}
 myst-parser = {version = ">=0.17.2,<1.1.0", optional = true}
 sphinx-autobuild = {version = "^2021.3.14", optional = true}
 sphinx-reredirects = {version = "^0.1.1", optional = true}
-sphinx-inline-tabs = {version = "^2023.4.21", optional = true}
+sphinx-inline-tabs = {version = ">=2023.4.21", optional = true, markers = "python_version >= \"3.8\""}
 
 # File storage dependencies installed as optional 'filesystem' extras
 fs-s3fs = {version = "^1.1.1", optional = true}
@@ -86,8 +86,8 @@ docs = [
     "sphinx-copybutton",
     "myst-parser",
     "sphinx-autobuild",
-    "sphinx_reredirects",
-    "sphinx_inline_tabs",
+    "sphinx-reredirects",
+    "sphinx-inline-tabs",
 ]
 s3 = ["fs-s3fs"]
 testing = [