diff --git a/resolvers/author.py b/resolvers/author.py
index 3b0223ae..fd01c2cc 100644
--- a/resolvers/author.py
+++ b/resolvers/author.py
@@ -10,7 +10,7 @@ from orm.reaction import Reaction, ReactionKind
 from orm.shout import Shout, ShoutAuthor, ShoutTopic
 from orm.topic import Topic
 from resolvers.follower import query_follows
-from resolvers.stat import get_authors_from_query, add_author_stat_columns
+from resolvers.stat import add_stat_columns, get_with_stat, unpack_stat
 from services.auth import login_required
 from services.db import local_session
 from services.rediscache import redis
@@ -20,7 +20,7 @@ from services.logger import root_logger as logger
 
 @mutation.field('update_author')
 @login_required
-async def update_author(_, info, profile):
+def update_author(_, info, profile):
     user_id = info.context['user_id']
     with local_session() as session:
         author = session.query(Author).where(Author.user == user_id).first()
@@ -32,7 +32,7 @@ async def update_author(_, info, profile):
 
 # TODO: caching query
 @query.field('get_authors_all')
-async def get_authors_all(_, _info):
+def get_authors_all(_, _info):
     authors = []
     with local_session() as session:
         authors = session.query(Author).all()
@@ -97,10 +97,8 @@ def count_author_shouts_rating(session, author_id) -> int:
     return shouts_likes - shouts_dislikes
 
 
-async def load_author_with_stats(q):
-    q = add_author_stat_columns(q)
-
-    result = await get_authors_from_query(q)
+def load_author_with_stats(q):
+    result = get_with_stat(q, Author, AuthorFollower)
 
     if result:
         [author] = result
@@ -140,7 +138,7 @@ async def load_author_with_stats(q):
 
 
 @query.field('get_author')
-async def get_author(_, _info, slug='', author_id=None):
+def get_author(_, _info, slug='', author_id=None):
     q = None
     if slug or author_id:
         if bool(slug):
@@ -148,7 +146,7 @@ async def get_author(_, _info, slug='', author_id=None):
         if author_id:
             q = select(Author).where(Author.id == author_id)
 
-        return await load_author_with_stats(q)
+        return load_author_with_stats(q)
 
 
 async def get_author_by_user_id(user_id: str):
@@ -162,7 +160,7 @@ async def get_author_by_user_id(user_id: str):
 
     logger.info(f'getting author id for {user_id}')
     q = select(Author).filter(Author.user == user_id)
-    author = await load_author_with_stats(q)
+    author = load_author_with_stats(q)
     if author:
         update_author(author)
         return author
@@ -174,9 +172,8 @@ async def get_author_id(_, _info, user: str):
 
 
 @query.field('load_authors_by')
-async def load_authors_by(_, _info, by, limit, offset):
+def load_authors_by(_, _info, by, limit, offset):
     q = select(Author)
-    q = add_author_stat_columns(q)
     if by.get('slug'):
         q = q.filter(Author.slug.ilike(f"%{by['slug']}%"))
     elif by.get('name'):
@@ -201,14 +198,14 @@ async def load_authors_by(_, _info, by, limit, offset):
         q = q.order_by(desc(f'{order}_stat'))
 
     q = q.limit(limit).offset(offset)
-
-    authors = await get_authors_from_query(q)
+    q = q.group_by(Author.id)
+    authors = get_with_stat(q, Author, AuthorFollower)
 
     return authors
 
 
 @query.field('get_author_follows')
-async def get_author_follows(
+def get_author_follows(
     _, _info, slug='', user=None, author_id=None
 ) -> List[Author]:
     with local_session() as session:
@@ -228,7 +225,7 @@ async def get_author_follows(
 
 @mutation.field('rate_author')
 @login_required
-async def rate_author(_, info, rated_slug, value):
+def rate_author(_, info, rated_slug, value):
     user_id = info.context['user_id']
 
     with local_session() as session:
@@ -262,7 +259,7 @@ async def rate_author(_, info, rated_slug, value):
     return {}
 
 
-async def create_author(user_id: str, slug: str, name: str = ''):
+def create_author(user_id: str, slug: str, name: str = ''):
     with local_session() as session:
         new_author = Author(user=user_id, slug=slug, name=name)
         session.add(new_author)
@@ -271,15 +268,15 @@ async def create_author(user_id: str, slug: str, name: str = ''):
 
 
 @query.field('get_author_followers')
-async def get_author_followers(_, _info, slug) -> List[Author]:
-    q = select(Author)
-    q = add_author_stat_columns(q)
-
+def get_author_followers(_, _info, slug) -> List[Author]:
     aliased_author = aliased(Author)
+    q = select(aliased_author)
+
     q = (
         q.join(AuthorFollower, AuthorFollower.follower == Author.id)
         .join(aliased_author, aliased_author.id == AuthorFollower.author)
         .where(aliased_author.slug == slug)
     )
-
-    return await get_authors_from_query(q)
+    q = add_stat_columns(q, aliased_author, AuthorFollower)
+    q = q.group_by(aliased_author.id)
+    return unpack_stat(q)
diff --git a/resolvers/follower.py b/resolvers/follower.py
index 0ccee9b7..0ec30162 100644
--- a/resolvers/follower.py
+++ b/resolvers/follower.py
@@ -14,7 +14,7 @@ from orm.shout import Shout, ShoutReactionsFollower
 from orm.topic import Topic, TopicFollower
 from resolvers.community import community_follow, community_unfollow
 from resolvers.topic import topic_follow, topic_unfollow
-from resolvers.stat import add_topic_stat_columns, get_topics_from_query, add_author_stat_columns
+from resolvers.stat import add_stat_columns, unpack_stat
 from services.auth import login_required
 from services.db import local_session
 from services.follows import DEFAULT_FOLLOWS
@@ -110,55 +110,14 @@ def query_follows(user_id: str):
                 .filter(TopicFollower.topic == Topic.id)
             )
 
-            authors_query = add_author_stat_columns(authors_query)
-            topics_query = add_topic_stat_columns(topics_query)
-            authors = [
-                {
-                    'id': author_id,
-                    'name': author.name,
-                    'slug': author.slug,
-                    'pic': author.pic,
-                    'bio': author.bio,
-                    'last_seen': author.last_seen or int(time.time()),
-                    'stat': {
-                        'shouts': shouts_stat,
-                        'followers': followers_stat,
-                        'followings': followings_stat,   # TODO: rename to authors to
-                        # TODO: use graphql to reserve universal type Stat { authors shouts followers views comments }
-                    },
-                }
-                for [
-                    author,
-                    shouts_stat,
-                    followers_stat,
-                    followings_stat,
-                ] in session.execute(authors_query)
-            ]
-
-            topics = [
-                {
-                    'id': topic.id,
-                    'title': topic.title,
-                    'slug': topic.slug,
-                    'body': topic.body,
-                    'stat': {
-                        'shouts': shouts_stat,
-                        'authors': authors_stat,
-                        'followers': followers_stat,
-                    },
-                }
-                for [
-                    topic,
-                    shouts_stat,
-                    authors_stat,
-                    followers_stat,
-                ] in session.execute(topics_query)
-            ]
+            authors_query = add_stat_columns(authors_query, aliased_author, AuthorFollower)
+            authors = unpack_stat(authors_query)
+            topics_query = add_stat_columns(topics_query, aliased_author, TopicFollower)
+            authors = unpack_stat(topics_query)
 
     return {
         'topics': topics,
         'authors': authors,
-        # Include other results (e.g., shouts) if needed
         'communities': [{'id': 1, 'name': 'Дискурс', 'slug': 'discours'}],
     }
 
@@ -260,17 +219,17 @@ def author_unfollow(follower_id, slug):
 
 
 @query.field('get_topic_followers')
-async def get_topic_followers(_, _info, slug: str, topic_id: int) -> List[Author]:
+def get_topic_followers(_, _info, slug: str, topic_id: int) -> List[Author]:
     q = select(Author)
-    q = add_topic_stat_columns(q)
-
     q = (
         q.join(TopicFollower, TopicFollower.follower == Author.id)
         .join(Topic, Topic.id == TopicFollower.topic)
         .filter(or_(Topic.slug == slug, Topic.id == topic_id))
     )
+    q = add_stat_columns(q, Author, TopicFollower)
+    q = q.group_by(Author.id)
 
-    return await get_topics_from_query(q)
+    return unpack_stat(q)
 
 
 @query.field('get_shout_followers')
diff --git a/resolvers/reaction.py b/resolvers/reaction.py
index 1167d053..920fefcd 100644
--- a/resolvers/reaction.py
+++ b/resolvers/reaction.py
@@ -19,7 +19,7 @@ from services.viewed import ViewedStorage
 from services.logger import root_logger as logger
 
 
-def add_stat_columns(q, aliased_reaction):
+def add_reaction_stat_columns(q, aliased_reaction):
     q = q.outerjoin(aliased_reaction).add_columns(
         func.sum(aliased_reaction.id).label('reacted_stat'),
         func.sum(
@@ -229,7 +229,7 @@ async def update_reaction(_, info, reaction):
         with local_session() as session:
             reaction_query = select(Reaction).filter(Reaction.id == int(rid))
             aliased_reaction = aliased(Reaction)
-            reaction_query = add_stat_columns(reaction_query, aliased_reaction)
+            reaction_query = add_reaction_stat_columns(reaction_query, aliased_reaction)
             reaction_query = reaction_query.group_by(Reaction.id)
 
             try:
@@ -358,7 +358,7 @@ async def load_reactions_by(_, info, by, limit=50, offset=0):
 
     # calculate counters
     aliased_reaction = aliased(Reaction)
-    q = add_stat_columns(q, aliased_reaction)
+    q = add_reaction_stat_columns(q, aliased_reaction)
 
     # filter
     q = apply_reaction_filters(by, q)
@@ -425,7 +425,7 @@ async def reacted_shouts_updates(follower_id: int, limit=50, offset=0) -> List[S
                 .outerjoin(Author, Shout.authors.any(id=follower_id))
                 .options(joinedload(Shout.reactions), joinedload(Shout.authors))
             )
-            q1 = add_stat_columns(q1, aliased(Reaction))
+            q1 = add_reaction_stat_columns(q1, aliased(Reaction))
             q1 = q1.filter(Author.id == follower_id).group_by(Shout.id)
 
             # Shouts where follower reacted
@@ -436,7 +436,7 @@ async def reacted_shouts_updates(follower_id: int, limit=50, offset=0) -> List[S
                 .filter(Reaction.created_by == follower_id)
                 .group_by(Shout.id)
             )
-            q2 = add_stat_columns(q2, aliased(Reaction))
+            q2 = add_reaction_stat_columns(q2, aliased(Reaction))
 
             # Sort shouts by the `last_comment` field
             combined_query = (
diff --git a/resolvers/reader.py b/resolvers/reader.py
index 985e37f0..7bb4ac24 100644
--- a/resolvers/reader.py
+++ b/resolvers/reader.py
@@ -7,7 +7,7 @@ from orm.author import Author, AuthorFollower
 from orm.reaction import Reaction, ReactionKind
 from orm.shout import Shout, ShoutAuthor, ShoutTopic
 from orm.topic import Topic, TopicFollower
-from resolvers.reaction import add_stat_columns
+from resolvers.reaction import add_reaction_stat_columns
 from resolvers.topic import get_random_topic
 from services.auth import login_required
 from services.db import local_session
@@ -46,7 +46,7 @@ async def get_shout(_, _info, slug=None, shout_id=None):
     with local_session() as session:
         q = select(Shout).options(joinedload(Shout.authors), joinedload(Shout.topics))
         aliased_reaction = aliased(Reaction)
-        q = add_stat_columns(q, aliased_reaction)
+        q = add_reaction_stat_columns(q, aliased_reaction)
 
         if slug is not None:
             q = q.filter(Shout.slug == slug)
@@ -133,7 +133,7 @@ async def load_shouts_by(_, _info, options):
 
     # stats
     aliased_reaction = aliased(Reaction)
-    q = add_stat_columns(q, aliased_reaction)
+    q = add_reaction_stat_columns(q, aliased_reaction)
 
     # filters
     filters = options.get('filters', {})
@@ -269,7 +269,7 @@ async def load_shouts_feed(_, info, options):
             )
 
             aliased_reaction = aliased(Reaction)
-            q = add_stat_columns(q, aliased_reaction)
+            q = add_reaction_stat_columns(q, aliased_reaction)
             filters = options.get('filters', {})
             q = apply_filters(q, filters, reader.id)
 
@@ -366,7 +366,7 @@ async def load_shouts_unrated(_, info, limit: int = 50, offset: int = 0):
     q = q.having(func.count(distinct(Reaction.id)) <= 4)
 
     aliased_reaction = aliased(Reaction)
-    q = add_stat_columns(q, aliased_reaction)
+    q = add_reaction_stat_columns(q, aliased_reaction)
 
     q = q.group_by(Shout.id).order_by(func.random()).limit(limit).offset(offset)
     user_id = info.context.get('user_id')
@@ -450,7 +450,7 @@ async def load_shouts_random_top(_, _info, options):
         .where(Shout.id.in_(subquery))
     )
     aliased_reaction = aliased(Reaction)
-    q = add_stat_columns(q, aliased_reaction)
+    q = add_reaction_stat_columns(q, aliased_reaction)
 
     limit = options.get('limit', 10)
     q = q.group_by(Shout.id).order_by(func.random()).limit(limit)
@@ -486,7 +486,7 @@ def fetch_shouts_by_topic(topic, limit):
     )
 
     aliased_reaction = aliased(Reaction)
-    q = add_stat_columns(q, aliased_reaction)
+    q = add_reaction_stat_columns(q, aliased_reaction)
 
     q = q.group_by(Shout.id).order_by(desc(Shout.created_at)).limit(limit)
 
diff --git a/resolvers/stat.py b/resolvers/stat.py
index 1bcf1f9f..94dddd46 100644
--- a/resolvers/stat.py
+++ b/resolvers/stat.py
@@ -1,81 +1,36 @@
 from sqlalchemy import func, distinct
-from sqlalchemy.orm import aliased
 
-from orm.author import Author, AuthorFollower
-from orm.shout import ShoutAuthor, ShoutTopic
-from orm.topic import Topic, TopicFollower
 from services.db import local_session
-# from services.viewed import ViewedStorage
+from orm.author import AuthorFollower
+from orm.shout import ShoutTopic, ShoutAuthor
 
 
-def add_author_stat_columns(q):
-    shout_author_aliased = aliased(ShoutAuthor)
-    q = q.outerjoin(shout_author_aliased).add_columns(
-        func.count(distinct(shout_author_aliased.shout)).label('shouts_stat')
-    )
-
-    authors_table = aliased(AuthorFollower)
+def add_stat_columns(q, author_alias, follower_model_alias):
+    shouts_stat_model = ShoutAuthor if isinstance(follower_model_alias, AuthorFollower) else ShoutTopic
+    q = q.outerjoin(shouts_stat_model).add_columns(func.count(distinct(shouts_stat_model.shout)).label('shouts_stat'))
     q = q.outerjoin(
-        authors_table, authors_table.follower == Author.id
-    ).add_columns(func.count(distinct(authors_table.author)).label('authors_stat'))
-
-    followers_table = aliased(AuthorFollower)
-    q = q.outerjoin(followers_table, followers_table.author == Author.id).add_columns(
-        func.count(distinct(followers_table.follower)).label('followers_stat')
+        follower_model_alias, follower_model_alias.follower == author_alias.id
+    ).add_columns(func.count(distinct(follower_model_alias.author)).label('authors_stat'))
+    q = q.outerjoin(follower_model_alias, follower_model_alias.author == author_alias.id).add_columns(
+        func.count(distinct(follower_model_alias.follower)).label('followers_stat')
     )
-
-    q = q.group_by(Author.id)
     return q
 
 
-async def get_authors_from_query(q):
-    authors = []
+def unpack_stat(q):
+    records = []
     with local_session() as session:
-        for [author, shouts_stat, authors_stat, followers_stat] in session.execute(q):
-            author.stat = {
-                'shouts': shouts_stat,
-                'followers': followers_stat,
-                'followings': authors_stat,
-                # viewed
-            }
-            authors.append(author)
-    return authors
-
-
-def add_topic_stat_columns(q):
-    aliased_shout_author = aliased(ShoutAuthor)
-    aliased_topic_follower = aliased(TopicFollower)
-
-    q = (
-        q.outerjoin(ShoutTopic, Topic.id == ShoutTopic.topic)
-        .add_columns(func.count(distinct(ShoutTopic.shout)).label('shouts_stat'))
-        .outerjoin(aliased_shout_author, ShoutTopic.shout == aliased_shout_author.shout)
-        .add_columns(
-            func.count(distinct(aliased_shout_author.author)).label('authors_stat')
-        )
-        .outerjoin(aliased_topic_follower)
-        .add_columns(
-            func.count(distinct(aliased_topic_follower.follower)).label(
-                'followers_stat'
-            )
-        )
-    )
-
-    q = q.group_by(Topic.id)
-
-    return q
-
-
-async def get_topics_from_query(q):
-    topics = []
-    with local_session() as session:
-        for [topic, shouts_stat, authors_stat, followers_stat] in session.execute(q):
-            topic.stat = {
+        for [entity, shouts_stat, authors_stat, followers_stat] in session.execute(q):
+            entity.stat = {
                 'shouts': shouts_stat,
                 'authors': authors_stat,
-                'followers': followers_stat,
-                # 'viewed': await ViewedStorage.get_topic(topic.slug),
+                'followers': followers_stat
             }
-            topics.append(topic)
+            records.append(entity)
 
-    return topics
+    return records
+
+
+def get_with_stat(q, author_alias, follower_model_alias):
+    q = add_stat_columns(q, author_alias, follower_model_alias)
+    return unpack_stat(q)
diff --git a/resolvers/topic.py b/resolvers/topic.py
index d4b42a9f..3e1615de 100644
--- a/resolvers/topic.py
+++ b/resolvers/topic.py
@@ -3,7 +3,7 @@ from sqlalchemy import and_, distinct, func, select
 from orm.author import Author
 from orm.shout import ShoutTopic
 from orm.topic import Topic, TopicFollower
-from resolvers.stat import add_topic_stat_columns, get_topics_from_query
+from resolvers.stat import get_with_stat
 from services.auth import login_required
 from services.db import local_session
 from services.schema import mutation, query
@@ -11,33 +11,24 @@ from services.logger import root_logger as logger
 
 
 @query.field('get_topics_all')
-async def get_topics_all(_, _info):
+def get_topics_all(_, _info):
     q = select(Topic)
-    q = add_topic_stat_columns(q)
-
-    return await get_topics_from_query(q)
-
-
-async def topics_followed_by(author_id):
-    q = select(Topic, TopicFollower)
-    q = add_topic_stat_columns(q)
-    q = q.join(TopicFollower).where(TopicFollower.follower == author_id)
-
-    return await get_topics_from_query(q)
+    q = q.group_by(Topic.id)
+    topics = get_with_stat(q, Author, TopicFollower)
+    return topics
 
 
 @query.field('get_topics_by_community')
 async def get_topics_by_community(_, _info, community_id: int):
     q = select(Topic).where(Topic.community == community_id)
-    q = add_topic_stat_columns(q)
-
-    return await get_topics_from_query(q)
+    q = q.group_by(Topic.id)
+    topics = await get_with_stat(q, Author, TopicFollower)
+    return topics
 
 
 @query.field('get_topics_by_author')
 async def get_topics_by_author(_, _info, author_id=None, slug='', user=''):
     q = select(Topic)
-    q = add_topic_stat_columns(q)
     if author_id:
         q = q.join(Author).where(Author.id == author_id)
     elif slug:
@@ -45,15 +36,16 @@ async def get_topics_by_author(_, _info, author_id=None, slug='', user=''):
     elif user:
         q = q.join(Author).where(Author.user == user)
 
-    return await get_topics_from_query(q)
+    q = q.group_by(Topic.id)
+    topics = await get_with_stat(q, Author, TopicFollower)
+    return topics
 
 
 @query.field('get_topic')
 async def get_topic(_, _info, slug):
-    q = select(Topic).where(Topic.slug == slug)
-    q = add_topic_stat_columns(q)
-
-    topics = await get_topics_from_query(q)
+    q = select(Topic).filter(Topic.slug == slug)
+    q = q.group_by(Topic.id)
+    topics = await get_with_stat(q, Author, TopicFollower)
     if topics:
         return topics[0]
 
diff --git a/schema/type.graphql b/schema/type.graphql
index fa2b2307..99173521 100644
--- a/schema/type.graphql
+++ b/schema/type.graphql
@@ -1,14 +1,6 @@
-type AuthorFollowings {
-  unread: Int
-  topics: [String]
-  authors: [String]
-  reactions: [Int]
-  communities: [String]
-}
-
 type AuthorStat {
   shouts: Int
-  followings: Int
+  authors: Int
   followers: Int
   rating: Int
   rating_shouts: Int
diff --git a/services/follows.py b/services/follows.py
index ff8a93c3..a0ec1995 100644
--- a/services/follows.py
+++ b/services/follows.py
@@ -5,7 +5,7 @@ import json
 
 from orm.author import Author, AuthorFollower
 from orm.topic import Topic, TopicFollower
-from resolvers.stat import add_author_stat_columns, add_topic_stat_columns
+from resolvers.stat import get_with_stat
 from services.rediscache import redis
 
 
@@ -17,6 +17,7 @@ DEFAULT_FOLLOWS = {
     ],
 }
 
+
 async def update_author(author: Author, ttl = 25 * 60 * 60):
     redis_key = f'user:{author.user}:author'
     await redis.execute('SETEX', redis_key, ttl, json.dumps(author.dict()))
@@ -77,23 +78,15 @@ async def update_follows_for_user(
 
 async def handle_author_follower_change(connection, author_id, follower_id, is_insert):
     q = select(Author).filter(Author.id == author_id)
-    q = add_author_stat_columns(q)
+    authors = get_with_stat(q, Author, AuthorFollower)
+    author = authors[0]
     async with connection.begin() as conn:
-        [author, shouts_stat, followers_stat, followings_stat] = await conn.execute(
-            q
-        ).first()
-        author.stat = {
-            'shouts': shouts_stat,
-            # 'viewed': await ViewedStorage.get_author(author.slug),
-            'followers': followers_stat,
-            'followings': followings_stat,
-        }
         follower = await conn.execute(
             select(Author).filter(Author.id == follower_id)
         ).first()
         if follower and author:
             await update_follows_for_user(
-                connection,
+                conn,
                 follower.user,
                 'author',
                 {
@@ -110,23 +103,14 @@ async def handle_author_follower_change(connection, author_id, follower_id, is_i
 
 async def handle_topic_follower_change(connection, topic_id, follower_id, is_insert):
     q = select(Topic).filter(Topic.id == topic_id)
-    q = add_topic_stat_columns(q)
+    topics = get_with_stat(q, Author, TopicFollower)
+    topic = topics[0]
+
     async with connection.begin() as conn:
-        [topic, shouts_stat, authors_stat, followers_stat] = await conn.execute(
-            q
-        ).first()
-        topic.stat = {
-            'shouts': shouts_stat,
-            'authors': authors_stat,
-            'followers': followers_stat,
-            # 'viewed': await ViewedStorage.get_topic(topic.slug),
-        }
-        follower = connection.execute(
-            select(Author).filter(Author.id == follower_id)
-        ).first()
+        follower = conn.execute(select(Author).filter(Author.id == follower_id)).first()
         if follower and topic:
             await update_follows_for_user(
-                connection,
+                conn,
                 follower.user,
                 'topic',
                 {