diff --git a/README.md b/README.md
index 1324e7e..6e0a426 100644
--- a/README.md
+++ b/README.md
@@ -10,9 +10,142 @@ SELECT
 FROM
   dates
 WHERE
-  date IN {{ generate_date_strings('2020-01-01', '2020-01-10') }}
+  date IN {{ sdf_utils.generate_date_strings('2020-01-01', '2020-01-10') }}
 ```
 
 *Note: SDF is still < v1, as such certain scenarios may result in unexpected behavior. Please follow the [contributing guidelines](./CONTRIBUTING.md) and create an issue in this repo if you find any bugs or issues.*
 
 For an in-depth guide on how to use Jinja macros in SDF, please see the Jinja section of [our official docs](https://docs.sdf.com/guide/macro-processing/jinja)
+
+## SDF Utils
+
+| Test Name |
+| --------- | 
+| [`generate_date_values()`](#generate-date-values) | 
+| [`generate_date_strings()`](#generate-date-strings) | 
+| [`generate_integer_values(condition)`](#generate-integer-values) | 
+| [`group_by(condition)`](#group-by) |
+| [`generate_surrogate_key()`](#generate-surrogate-key) |
+
+
+#### Generate Date Values 
+
+[Source Code](./macros/generate_date_values.jinja)
+
+Generates a SQL SELECT statement that produces a single column of dates. 
+The dates are generated for each day in the range from the 'from' date to the 'to' date, inclusive.
+
+  _Parameters:_
+    - `from`: The start date of the range, as a string in 'YYYY-MM-DD' format.
+    - `to`: The end date of the range, as a string in 'YYYY-MM-DD' format.
+
+  _Returns:_
+    A string representing a SQL SELECT statement.
+
+  _Usage:_
+  ```jinja
+  {{ sdf_utils.generate_date_values('2022-01-01', '2022-01-03') }}
+  ```
+  _Output:_
+  ```sql
+  (SELECT cast(value as date) as "date" FROM (VALUES '2022-01-01', '2022-01-02', '2022-01-03') as dates(value))
+  ```
+
+#### Generate Date Strings
+
+[Source Code](./macros/generate_date_values.jinja)
+
+Generates a SQL VALUES clause with a list of date strings. The date strings are generated for each day in the range from the 'from' date to the 'to' date, inclusive.
+
+  _Parameters:_
+    - `from`: The start date of the range, as a string in 'YYYY-MM-DD' format.
+    - `to`: The end date of the range, as a string in 'YYYY-MM-DD' format.
+
+ _Returns:_
+    A string representing a SQL VALUES clause with a list of date strings.
+
+  _Usage:_
+  ```jinja
+  {{ sdf_utils.generate_date_strings('2022-01-01', '2022-01-03') }}
+  ```
+  _Output:_
+  ```sql
+  (VALUES '2022-01-01', '2022-01-02', '2022-01-03')
+  ```
+
+#### Generate Integer Values
+
+[Source Code](./macros/generate_integer_values.jinja)
+
+Generates a SQL VALUES clause with a list of incrementing integers. The 'from' int to the 'to' int are inclusive.
+
+  _Parameters:_
+    - `from`: The starting integer of the range
+    - `to`: The ending integer of the range
+
+  _Returns:_
+    A string representing a SQL VALUES clause with a list of incrementing integers.
+
+  _Usage:_
+  ```jinja
+  {{ sdf_utils.generate_integer_values(1,5) }}
+  ```
+  _Output:_
+  ```sql
+  (VALUES 1,2,3,4,5)
+  ```
+
+#### Group By
+
+[Source Code](./macros/group_by.jinja)
+
+Builds a group by statement for fields 1...N
+
+  _Parameters:_
+    - `n`: The number of fields to group by
+
+  _Returns:_
+    A string representing a SQL GROUP BY clause with a list of incrementing integers.
+
+  _Usage:_
+  ```jinja
+  {{ sdf_utils.group_by(5) }}
+  ```
+
+  _Output:_
+  ```sql
+  group by 1,2,3,4,5
+  ```
+
+#### Generate Surrogate Key
+
+[Source Code](./macros/generate_surrogate_key.jinja)
+
+Generates a surrogate key for a given list of fields. The surrogate key is a unique identifier for each record in a table. It is generated by concatenating the values of the given fields and applying the MD5 hash function to the result. The fields are cast to varchar type before concatenation. If a field value is null, it is replaced with the string '_jinja_surrogate_key_null_'.
+
+  _Parameters:_
+    - `fields`: A list of field names for which the surrogate key should be generated.
+
+  _Returns:_
+    A string representing a SQL GROUP BY clause with a list of incrementing integers.
+
+  _Usage:_
+  ```sql
+ SELECT
+      {{ sdf_utils.generate_surrogate_key(['column1', 'column2', 'column3']) }} AS surrogate_key,
+  ```
+
+  _Output:_
+  ```sql
+  SELECT
+      md5(
+          coalesce(cast(column1 as varchar),'_jinja_surrogate_key_null_')
+           || '-' || coalesce(cast(column2 as varchar),'_jinja_surrogate_key_null_')
+           || '-' || coalesce(cast(column3 as varchar),'_jinja_surrogate_key_null_')) AS surrogate_key,
+  ```
+
+  _Why the concatenated dash (`|| '-' ||`) in the output?_
+
+  Without the delimiter, the inputs `firstName` = 'John Smith'  and `lastName` = '', and firstName = 'John ' and lastName = 'Smith' would generate the same hash with generate_surrogate_key(["firstName", "lastName"]). The delimiter prevents this collision
+
+  Thanks @Sophie from Obie for the delimiter improvement ^ <3
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