diff --git a/tutoraspects/templates/aspects/apps/aspects/migrations/alembic/versions/0034_migrate_dictionaries.py b/tutoraspects/templates/aspects/apps/aspects/migrations/alembic/versions/0034_migrate_dictionaries.py
new file mode 100644
index 000000000..bc0215f59
--- /dev/null
+++ b/tutoraspects/templates/aspects/apps/aspects/migrations/alembic/versions/0034_migrate_dictionaries.py
@@ -0,0 +1,372 @@
+"""
+Migrate dictionaries to DBT.
+"""
+from alembic import op
+
+
+revision = "0034"
+down_revision = "0033"
+branch_labels = None
+depends_on = None
+on_cluster = " ON CLUSTER '{{CLICKHOUSE_CLUSTER_NAME}}' " if "{{CLICKHOUSE_CLUSTER_NAME}}" else ""
+engine = (
+    "ReplicatedReplacingMergeTree"
+    if "{{CLICKHOUSE_CLUSTER_NAME}}"
+    else "ReplacingMergeTree"
+)
+
+def upgrade():
+    op.execute(
+        f"""
+        DROP TABLE IF EXISTS {{ ASPECTS_EVENT_SINK_DATABASE }}.user_pii
+        {on_cluster}
+        """
+    )
+    op.execute(
+        f"""
+        DROP DICTIONARY IF EXISTS {{ ASPECTS_EVENT_SINK_DATABASE }}.user_pii_dict
+        {on_cluster}
+        """
+    )
+    op.execute(
+        f"""
+        DROP TABLE IF EXISTS {{ ASPECTS_EVENT_SINK_DATABASE }}.course_block_names
+        {on_cluster}
+        """
+    )
+    op.execute(
+        f"""
+        DROP DICTIONARY IF EXISTS {{ ASPECTS_EVENT_SINK_DATABASE }}.course_block_names_dict
+        {on_cluster}
+        """
+    )
+    op.execute(
+        f"""
+        DROP TABLE IF EXISTS {{ ASPECTS_EVENT_SINK_DATABASE }}.course_names
+        {on_cluster}
+        """
+    )
+    op.execute(
+        f"""
+        DROP DICTIONARY IF EXISTS {{ ASPECTS_EVENT_SINK_DATABASE }}.course_names_dict
+        {on_cluster}
+        """
+    )
+
+
+
+
+
+def downgrade():
+    ## Course Names
+    op.execute(
+        f"""
+        DROP TABLE IF EXISTS {{ ASPECTS_EVENT_SINK_DATABASE }}.user_pii
+        {on_cluster}
+        """
+    )
+    op.execute(
+        f"""
+        DROP DICTIONARY IF EXISTS {{ ASPECTS_EVENT_SINK_DATABASE }}.user_pii_dict
+        {on_cluster}
+        """
+    )
+    op.execute(
+        f"""
+        DROP TABLE IF EXISTS {{ ASPECTS_EVENT_SINK_DATABASE }}.course_block_names
+        {on_cluster}
+        """
+    )
+    op.execute(
+        f"""
+        DROP DICTIONARY IF EXISTS {{ ASPECTS_EVENT_SINK_DATABASE }}.course_block_names_dict
+        {on_cluster}
+        """
+    )
+    op.execute(
+        f"""
+        DROP TABLE IF EXISTS {{ ASPECTS_EVENT_SINK_DATABASE }}.course_names
+        {on_cluster}
+        """
+    )
+    op.execute(
+        f"""
+        DROP DICTIONARY IF EXISTS {{ ASPECTS_EVENT_SINK_DATABASE }}.course_names_dict
+        {on_cluster}
+        """
+    )
+
+    op.execute(
+        f"""
+        CREATE DICTIONARY {{ ASPECTS_EVENT_SINK_DATABASE }}.course_names_dict
+        {on_cluster}
+        (
+            course_key String,
+            course_name String,
+            course_run String,
+            org String
+        )
+        PRIMARY KEY course_key
+        SOURCE(CLICKHOUSE(
+            user '{{ CLICKHOUSE_ADMIN_USER }}'
+            password '{{ CLICKHOUSE_ADMIN_PASSWORD }}'
+            db '{{ ASPECTS_EVENT_SINK_DATABASE }}'
+            query 'with most_recent_overviews as (
+                    select org, course_key, max(modified) as last_modified
+                    from {{ ASPECTS_EVENT_SINK_DATABASE }}.course_overviews
+                    group by org, course_key
+            )
+            select
+                course_key,
+                display_name,
+                splitByString(\\'+\\', course_key)[-1] as course_run,
+                org
+            from {{ ASPECTS_EVENT_SINK_DATABASE }}.course_overviews co
+            inner join most_recent_overviews mro on
+                co.org = mro.org and
+                co.course_key = mro.course_key and
+                co.modified = mro.last_modified
+            '
+        ))
+        LAYOUT(COMPLEX_KEY_HASHED())
+        LIFETIME(120);
+        """
+    )
+    op.execute(
+        f"""
+        CREATE TABLE {{ ASPECTS_EVENT_SINK_DATABASE }}.course_names
+        {on_cluster}
+        (
+            course_key String,
+            course_name String,
+            course_run String,
+            org String
+        ) engine = Dictionary({{ ASPECTS_EVENT_SINK_DATABASE }}.course_names_dict);
+        """
+    )
+
+    ## Course Block Names
+    op.execute(
+        f"""
+        CREATE TABLE IF NOT EXISTS {{ ASPECTS_EVENT_SINK_DATABASE }}.{{ ASPECTS_EVENT_SINK_RECENT_BLOCKS_TABLE }}
+        {on_cluster}
+        (
+            location String NOT NULL,
+            display_name String NOT NULL,
+            display_name_with_location String NOT NULL,
+            section Int32,
+            subsection Int32,
+            unit Int32,
+            graded Bool,
+            course_key String,
+            dump_id UUID NOT NULL,
+            time_last_dumped String NOT NULL
+        ) engine = {engine}
+            PRIMARY KEY (location);
+        """
+    )
+
+    op.execute(
+        f"""
+        create materialized view if not exists {{ ASPECTS_EVENT_SINK_DATABASE }}.{{ ASPECTS_EVENT_SINK_RECENT_BLOCKS_MV }}
+        {on_cluster}
+        to {{ ASPECTS_EVENT_SINK_DATABASE }}.{{ ASPECTS_EVENT_SINK_RECENT_BLOCKS_TABLE }} as
+        select
+            location,
+            display_name,
+            toString(section) || ':' || toString(subsection) || ':' || toString(unit) || ' - ' || display_name as display_name_with_location,
+            JSONExtractInt(xblock_data_json, 'section') as section,
+            JSONExtractInt(xblock_data_json, 'subsection') as subsection,
+            JSONExtractInt(xblock_data_json, 'unit') as unit,
+            JSONExtractBool(xblock_data_json, 'graded') as graded,
+            course_key,
+            dump_id,
+            time_last_dumped
+        from {{ ASPECTS_EVENT_SINK_DATABASE }}.{{ ASPECTS_EVENT_SINK_NODES_TABLE }}
+        """
+    )
+
+    op.execute(
+        """
+        insert into {{ ASPECTS_EVENT_SINK_DATABASE }}.{{ ASPECTS_EVENT_SINK_RECENT_BLOCKS_TABLE }} (
+            location, display_name, display_name_with_location, section, subsection, unit, graded, course_key, dump_id, time_last_dumped
+        )
+        select
+            location,
+            display_name,
+            toString(section) || ':' || toString(subsection) || ':' || toString(unit) || '- ' || display_name as display_name_with_location,
+            JSONExtractInt(xblock_data_json, 'section') as section,
+            JSONExtractInt(xblock_data_json, 'subsection') as subsection,
+            JSONExtractInt(xblock_data_json, 'unit') as unit,
+            JSONExtractBool(xblock_data_json, 'graded') as graded,
+            course_key,
+            dump_id,
+            time_last_dumped
+        from {{ ASPECTS_EVENT_SINK_DATABASE }}.{{ ASPECTS_EVENT_SINK_NODES_TABLE }};
+        """
+    )
+
+    op.execute(
+        f"""
+        CREATE DICTIONARY {{ ASPECTS_EVENT_SINK_DATABASE }}.course_block_names_dict
+        {on_cluster}
+        (
+            location String,
+            block_name String,
+            course_key String,
+            graded Bool,
+            display_name_with_location String
+        )
+        PRIMARY KEY location
+        SOURCE(CLICKHOUSE(
+            user '{{ CLICKHOUSE_ADMIN_USER }}'
+            password '{{ CLICKHOUSE_ADMIN_PASSWORD }}'
+            db '{{ ASPECTS_EVENT_SINK_DATABASE }}'
+            query "
+                select
+                    location,
+                    display_name,
+                    course_key,
+                    graded,
+                    display_name_with_location
+                from {{ ASPECTS_EVENT_SINK_DATABASE }}.{{ ASPECTS_EVENT_SINK_RECENT_BLOCKS_TABLE }}
+                final
+            "
+        ))
+        LAYOUT(COMPLEX_KEY_SPARSE_HASHED())
+        LIFETIME(120);
+        """
+    )
+
+    op.execute(
+        f"""
+        CREATE OR REPLACE TABLE {{ ASPECTS_EVENT_SINK_DATABASE }}.course_block_names
+        {on_cluster}
+        (
+            location String,
+            block_name String,
+            course_key String,
+            graded Bool,
+            display_name_with_location String
+        ) engine = Dictionary({{ ASPECTS_EVENT_SINK_DATABASE }}.course_block_names_dict)
+        ;
+        """
+    )
+
+    ## User PII
+    op.execute(
+        f"""
+        CREATE DICTIONARY {{ ASPECTS_EVENT_SINK_DATABASE }}.user_pii_dict
+        {on_cluster}
+        (
+            user_id Int32,
+            external_user_id UUID,
+            external_id_type String,
+            username String,
+            name String,
+            meta String,
+            courseware String,
+            language String,
+            location String,
+            year_of_birth String,
+            gender String,
+            level_of_education String,
+            mailing_address String,
+            city String,
+            country String,
+            state String,
+            goals String,
+            bio String,
+            profile_image_uploaded_at String,
+            phone_number String
+        )
+        PRIMARY KEY (user_id, external_user_id)
+        SOURCE(CLICKHOUSE(
+            user '{{ CLICKHOUSE_ADMIN_USER }}'
+            password '{{ CLICKHOUSE_ADMIN_PASSWORD }}'
+            db '{{ ASPECTS_EVENT_SINK_DATABASE }}'
+            query "
+                with most_recent_user_profile as (
+                    select
+                        user_id,
+                        name,
+                        meta,
+                        courseware,
+                        language,
+                        location,
+                        year_of_birth,
+                        gender,
+                        level_of_education,
+                        mailing_address,
+                        city,
+                        country,
+                        state,
+                        goals,
+                        bio,
+                        profile_image_uploaded_at,
+                        phone_number,
+                    ROW_NUMBER() OVER (PARTITION BY user_id ORDER BY (id, time_last_dumped) DESC) as rn
+                    from {{ ASPECTS_EVENT_SINK_DATABASE }}.{{ ASPECTS_EVENT_SINK_USER_PROFILE_TABLE }}
+                )
+                select
+                    mrup.user_id as user_id,
+                    external_user_id,
+                    external_id_type,
+                    username,
+                    name,
+                    meta,
+                    courseware,
+                    language,
+                    location,
+                    year_of_birth,
+                    gender,
+                    level_of_education,
+                    mailing_address,
+                    city,
+                    country,
+                    state,
+                    goals,
+                    bio,
+                    profile_image_uploaded_at,
+                    phone_number
+                FROM {{ ASPECTS_EVENT_SINK_DATABASE }}.{{ ASPECTS_EVENT_SINK_EXTERNAL_ID_TABLE }} ex
+                RIGHT OUTER JOIN most_recent_user_profile mrup ON
+                    mrup.user_id = ex.user_id and (
+                       ex.external_id_type = 'xapi' OR
+                       ex.external_id_type is NULL
+                    )
+                WHERE mrup.rn = 1
+            "
+        ))
+        LAYOUT(COMPLEX_KEY_SPARSE_HASHED())
+        LIFETIME({{ ASPECTS_PII_CACHE_LIFETIME }})
+        """
+    )
+    op.execute(
+        f"""
+        CREATE TABLE IF NOT EXISTS {{ ASPECTS_EVENT_SINK_DATABASE }}.user_pii
+        {on_cluster}
+        (
+            user_id Int32,
+            external_user_id UUID,
+            external_id_type String,
+            username String,
+            name String,
+            meta String,
+            courseware String,
+            language String,
+            location String,
+            year_of_birth String,
+            gender String,
+            level_of_education String,
+            mailing_address String,
+            city String,
+            country String,
+            state String,
+            goals String,
+            bio String,
+            profile_image_uploaded_at String,
+            phone_number String
+        ) engine = Dictionary({{ ASPECTS_EVENT_SINK_DATABASE }}.user_pii_dict);
+        """
+    )