Repository: epoch8/datapipe (language: python)

Issue:
Add jaeger tracing



Discussion / hints:

Fix patch:
diff --git a/.vscode/settings.json b/.vscode/settings.json
index f616f559..52d1658d 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -9,9 +9,13 @@
     "sqltools.connections": [
         {
             "previewLimit": 50,
-            "driver": "SQLite",
-            "name": "test",
-            "database": "${workspaceFolder:c12n-pipe}/test_data/test.sqlite"
+            "server": "localhost",
+            "port": 5432,
+            "driver": "PostgreSQL",
+            "name": "test_pg",
+            "database": "postgres",
+            "username": "postgres",
+            "password": "password"
         }
     ],
     "sqltools.useNodeRuntime": true,
@@ -19,6 +23,13 @@
     "python.linting.flake8Args": [
         "--max-line-length=127"
     ],
+    "python.linting.mypyArgs": [
+        "--follow-imports=silent",
+        "--ignore-missing-imports",
+        "--show-column-numbers",
+        "--no-pretty",
+        "--namespace-packages"
+    ],
     "python.formatting.provider": "black",
     "githubIssues.queries": [
         {
diff --git a/.vscode/tasks.json b/.vscode/tasks.json
index ca823edb..0423de22 100644
--- a/.vscode/tasks.json
+++ b/.vscode/tasks.json
@@ -6,7 +6,7 @@
         {
             "label": "mypy-whole-project",
             "type": "shell",
-            "command": "source .venv/bin/activate; mypy -p datapipe --show-column-numbers --show-error-codes --ignore-missing-imports",
+            "command": "source .venv/bin/activate; mypy -p datapipe --show-column-numbers --show-error-codes --ignore-missing-imports --namespace-packages",
             "presentation": {
                 "echo": true,
                 "reveal": "never",
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 5149e790..0dafb254 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,3 +1,16 @@
+# 0.11.0-alpha.1
+
+* Добавлено управление транзакциями для TableStoreDB и Metastore
+* Фикс для join-а таблиц без пересекающихся индексов
+
+# 0.10.3
+
+* Добавлено инструментирование для трейсинга выполнения пайплайнов в Jaeger
+
+# 0.10.2
+
+* Исправлен баг с падением проверки типов в `DatatableTransformStep` при несколькох входных и выходных таблицах
+
 # 0.10.1
 
 * Поддержка явного задания `primary_schema` для `TableStoreFiledir`
diff --git a/datapipe/cli.py b/datapipe/cli.py
index c6043862..650b8b42 100644
--- a/datapipe/cli.py
+++ b/datapipe/cli.py
@@ -1,5 +1,12 @@
 import click
 
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.trace.export import (
+    BatchSpanProcessor,
+    ConsoleSpanExporter,
+)
+
 from datapipe.datatable import DataStore
 from datapipe.compute import Catalog, Pipeline
 from datapipe.run_config import RunConfig
@@ -14,7 +21,18 @@ def main(
     @click.group()
     @click.option('--debug', is_flag=True, help='Log debug output')
     @click.option('--debug-sql', is_flag=True, help='Log SQL queries VERY VERBOSE')
-    def cli(debug: bool, debug_sql: bool) -> None:
+    @click.option('--trace-stdout', is_flag=True, help='Log traces to console')
+    @click.option('--trace-jaeger', is_flag=True, help='Enable tracing to Jaeger')
+    @click.option('--trace-jaeger-host', type=click.STRING, default='localhost', help='Jaeger host')
+    @click.option('--trace-jaeger-port', type=click.INT, default=14268, help='Jaeger port')
+    def cli(
+        debug: bool,
+        debug_sql: bool,
+        trace_stdout: bool,
+        trace_jaeger: bool,
+        trace_jaeger_host: str,
+        trace_jaeger_port: int
+    ) -> None:
         import logging
         if debug:
             logging.basicConfig(level=logging.DEBUG)
@@ -24,6 +42,43 @@ def cli(debug: bool, debug_sql: bool) -> None:
         if debug_sql:
             logging.getLogger('sqlalchemy.engine').setLevel(logging.INFO)
 
+        if trace_stdout:
+            provider = TracerProvider()
+            processor = BatchSpanProcessor(ConsoleSpanExporter())
+            provider.add_span_processor(processor)
+            trace.set_tracer_provider(provider)
+
+        if trace_jaeger:
+            from opentelemetry import trace
+            from opentelemetry.exporter.jaeger.thrift import JaegerExporter
+            from opentelemetry.sdk.resources import SERVICE_NAME, Resource
+            from opentelemetry.sdk.trace import TracerProvider
+            from opentelemetry.sdk.trace.export import BatchSpanProcessor
+
+            trace.set_tracer_provider(
+                TracerProvider(
+                    resource=Resource.create({SERVICE_NAME: "datapipe"})
+                )
+            )
+
+            # create a JaegerExporter
+            jaeger_exporter = JaegerExporter(
+                # configure agent
+                # agent_host_name='localhost',
+                # agent_port=6831,
+                # optional: configure also collector
+                collector_endpoint=f'http://{trace_jaeger_host}:{trace_jaeger_port}/api/traces?format=jaeger.thrift',
+                # username=xxxx, # optional
+                # password=xxxx, # optional
+                # max_tag_value_length=None # optional
+            )
+
+            # Create a BatchSpanProcessor and add the exporter to it
+            span_processor = BatchSpanProcessor(jaeger_exporter)
+
+            # add to the tracer
+            trace.get_tracer_provider().add_span_processor(span_processor)  # type: ignore
+
     @cli.command()
     def run():
         from .compute import run_pipeline
diff --git a/datapipe/compute.py b/datapipe/compute.py
index 1a2addf8..2775faa1 100644
--- a/datapipe/compute.py
+++ b/datapipe/compute.py
@@ -3,12 +3,15 @@
 from abc import ABC
 
 import logging
+from opentelemetry import trace
 
 from datapipe.datatable import DataTable, DataStore
 from datapipe.run_config import RunConfig
+from datapipe.store.database import dbconn_transaction
 from datapipe.store.table_store import TableStore
 
-logger = logging.getLogger('datapipe.compute')
+logger = logging.getLogger("datapipe.compute")
+tracer = trace.get_tracer("datapipe.compute")
 
 
 @dataclass
@@ -75,8 +78,8 @@ class DatatableTransformStep:
     check_for_changes: bool = True
 
     def __post_init__(self):
-        inp_p_keys = set(*[inp.primary_keys for inp in self.input_dts]) if len(self.input_dts) > 0 else set()
-        out_p_keys = set(*[out.primary_keys for out in self.output_dts]) if len(self.output_dts) > 0 else set()
+        inp_p_keys = {key for inp in self.input_dts for key in inp.primary_keys}
+        out_p_keys = {key for out in self.output_dts for key in out.primary_keys}
         join_keys = set.intersection(inp_p_keys, out_p_keys)
 
         key_to_column_type_inp = {
@@ -98,16 +101,17 @@ def __post_init__(self):
 
     def run(self, ds: DataStore, run_config: RunConfig = None) -> None:
         if len(self.input_dts) > 0 and self.check_for_changes:
-            changed_idx_count = ds.get_changed_idx_count(
-                inputs=self.input_dts,
-                outputs=self.output_dts,
-                run_config=run_config
-            )
+            with tracer.start_as_current_span("check for changes"):
+                changed_idx_count = ds.get_changed_idx_count(
+                    inputs=self.input_dts,
+                    outputs=self.output_dts,
+                    run_config=run_config
+                )
 
-            if changed_idx_count == 0:
-                logger.debug(f'Skipping {self.name} execution - nothing to compute')
+                if changed_idx_count == 0:
+                    logger.debug(f'Skipping {self.name} execution - nothing to compute')
 
-                return
+                    return
 
         run_config = RunConfig.add_labels(run_config, {'step_name': self.name})
 
@@ -115,12 +119,14 @@ def run(self, ds: DataStore, run_config: RunConfig = None) -> None:
 
 
 def build_compute(ds: DataStore, catalog: Catalog, pipeline: Pipeline) -> List[DatatableTransformStep]:
-    res: List[DatatableTransformStep] = []
+    with tracer.start_as_current_span("build_compute"):
+        res: List[DatatableTransformStep] = []
 
-    for step in pipeline.steps:
-        res.extend(step.build_compute(ds, catalog))
+        with dbconn_transaction([ds.meta_dbconn]):
+            for step in pipeline.steps:
+                res.extend(step.build_compute(ds, catalog))
 
-    return res
+        return res
 
 
 def print_compute(steps: List[DatatableTransformStep]) -> None:
@@ -131,10 +137,18 @@ def print_compute(steps: List[DatatableTransformStep]) -> None:
 
 
 def run_steps(ds: DataStore, steps: List[DatatableTransformStep], run_config: RunConfig = None) -> None:
-    for step in steps:
-        logger.info(f'Running {step.name} {[i.name for i in step.input_dts]} -> {[i.name for i in step.output_dts]}')
-
-        step.run(ds, run_config)
+    with tracer.start_as_current_span("run_steps"):
+        for step in steps:
+            with tracer.start_as_current_span(
+                f'{step.name} {[i.name for i in step.input_dts]} -> {[i.name for i in step.output_dts]}'
+            ):
+                logger.info(f'Running {step.name} {[i.name for i in step.input_dts]} -> {[i.name for i in step.output_dts]}')
+
+                with ds.transaction(
+                    step.input_dts,
+                    step.output_dts
+                ):
+                    step.run(ds, run_config)
 
 
 def run_pipeline(
diff --git a/datapipe/core_steps.py b/datapipe/core_steps.py
index 4c435680..c4ba089e 100644
--- a/datapipe/core_steps.py
+++ b/datapipe/core_steps.py
@@ -4,6 +4,7 @@
 import time
 import tqdm
 import logging
+from opentelemetry import trace
 
 from datapipe.types import DataDF
 from datapipe.compute import PipelineStep, Catalog, DatatableTransformStep
@@ -12,6 +13,7 @@
 
 
 logger = logging.getLogger('datapipe.core_steps')
+tracer = trace.get_tracer("datapipe.core_steps")
 
 
 BatchTransformFunc = Callable[..., Union[DataDF, List[DataDF], Tuple[DataDF, ...]]]
@@ -31,50 +33,56 @@ def batch_transform_wrapper(
     Множественная инкрементальная обработка `input_dts' на основе изменяющихся индексов
     '''
 
-    idx_count, idx_gen = ds.get_process_ids(
-        inputs=input_dts,
-        outputs=output_dts,
-        chunksize=chunksize,
-        run_config=run_config
-    )
+    with tracer.start_as_current_span("compute ids to process"):
+        idx_count, idx_gen = ds.get_process_ids(
+            inputs=input_dts,
+            outputs=output_dts,
+            chunksize=chunksize,
+            run_config=run_config
+        )
 
     logger.info(f'Items to update {idx_count}')
 
     if idx_count > 0:
         for idx in tqdm.tqdm(idx_gen, total=math.ceil(idx_count / chunksize)):
-            logger.debug(f'Idx to process: {idx.to_records()}')
-
-            input_dfs = [inp.get_data(idx) for inp in input_dts]
-
-            if sum(len(j) for j in input_dfs) > 0:
-                try:
-                    chunks_df = func(*input_dfs)
-                except Exception as e:
-                    logger.error(f"Transform failed ({func.__name__}): {str(e)}")
-                    ds.event_logger.log_exception(e, run_config=run_config)
-
-                    continue
+            with tracer.start_as_current_span("process batch"):
+                logger.debug(f'Idx to process: {idx.to_records()}')
+
+                with tracer.start_as_current_span("get input data"):
+                    input_dfs = [inp.get_data(idx) for inp in input_dts]
+
+                if sum(len(j) for j in input_dfs) > 0:
+                    with tracer.start_as_current_span("run transform"):
+                        try:
+                            chunks_df = func(*input_dfs)
+                        except Exception as e:
+                            logger.error(f"Transform failed ({func.__name__}): {str(e)}")
+                            ds.event_logger.log_exception(e, run_config=run_config)
+
+                            continue
+
+                    if isinstance(chunks_df, (list, tuple)):
+                        assert len(chunks_df) == len(output_dts)
+                    else:
+                        assert len(output_dts) == 1
+                        chunks_df = [chunks_df]
+
+                    with tracer.start_as_current_span("store output batch"):
+                        for k, res_dt in enumerate(output_dts):
+                            # Берем k-ое значение функции для k-ой таблички
+                            # Добавляем результат в результирующие чанки
+                            res_dt.store_chunk(
+                                data_df=chunks_df[k],
+                                processed_idx=idx,
+                                run_config=run_config,
+                            )
 
-                if isinstance(chunks_df, (list, tuple)):
-                    assert len(chunks_df) == len(output_dts)
                 else:
-                    assert len(output_dts) == 1
-                    chunks_df = [chunks_df]
+                    with tracer.start_as_current_span("delete missing data from output"):
+                        for k, res_dt in enumerate(output_dts):
+                            del_idx = res_dt.meta_table.get_existing_idx(idx)
 
-                for k, res_dt in enumerate(output_dts):
-                    # Берем k-ое значение функции для k-ой таблички
-                    # Добавляем результат в результирующие чанки
-                    res_dt.store_chunk(
-                        data_df=chunks_df[k],
-                        processed_idx=idx,
-                        run_config=run_config,
-                    )
-
-            else:
-                for k, res_dt in enumerate(output_dts):
-                    del_idx = res_dt.meta_table.get_existing_idx(idx)
-
-                    res_dt.delete_by_idx(del_idx, run_config=run_config)
+                            res_dt.delete_by_idx(del_idx, run_config=run_config)
 
 
 @dataclass
@@ -130,48 +138,52 @@ def batch_generate_wrapper(
 
     assert inspect.isgeneratorfunction(func), "Starting v0.8.0 proc_func should be a generator"
 
-    try:
-        iterable = func()
-    except Exception as e:
-        logger.exception(f"Generating failed ({func.__name__}): {str(e)}")
-        ds.event_logger.log_exception(e, run_config=run_config)
-
-        # raise e
-        return
-
-    while True:
+    with tracer.start_as_current_span("init generator"):
         try:
-            chunk_dfs = next(iterable)
-
-            if isinstance(chunk_dfs, pd.DataFrame):
-                chunk_dfs = [chunk_dfs]
-        except StopIteration:
-            if empty_generator:
-                for k, dt_k in enumerate(output_dts):
-                    dt_k.event_logger.log_state(
-                        dt_k.name,
-                        added_count=0,
-                        updated_count=0,
-                        deleted_count=0,
-                        processed_count=0,
-                        run_config=run_config,
-                    )
-
-            break
+            iterable = func()
         except Exception as e:
-            logger.exception(f"Generating failed ({func}): {str(e)}")
+            logger.exception(f"Generating failed ({func.__name__}): {str(e)}")
             ds.event_logger.log_exception(e, run_config=run_config)
 
             # raise e
             return
 
+    while True:
+        with tracer.start_as_current_span("get next batch"):
+            try:
+                chunk_dfs = next(iterable)
+
+                if isinstance(chunk_dfs, pd.DataFrame):
+                    chunk_dfs = [chunk_dfs]
+            except StopIteration:
+                if empty_generator:
+                    for k, dt_k in enumerate(output_dts):
+                        dt_k.event_logger.log_state(
+                            dt_k.name,
+                            added_count=0,
+                            updated_count=0,
+                            deleted_count=0,
+                            processed_count=0,
+                            run_config=run_config,
+                        )
+
+                break
+            except Exception as e:
+                logger.exception(f"Generating failed ({func}): {str(e)}")
+                ds.event_logger.log_exception(e, run_config=run_config)
+
+                # raise e
+                return
+
         empty_generator = False
 
-        for k, dt_k in enumerate(output_dts):
-            dt_k.store_chunk(chunk_dfs[k], run_config=run_config)
+        with tracer.start_as_current_span("store results"):
+            for k, dt_k in enumerate(output_dts):
+                dt_k.store_chunk(chunk_dfs[k], run_config=run_config)
 
-    for k, dt_k in enumerate(output_dts):
-        dt_k.delete_stale_by_process_ts(now, run_config=run_config)
+    with tracer.start_as_current_span("delete stale rows"):
+        for k, dt_k in enumerate(output_dts):
+            dt_k.delete_stale_by_process_ts(now, run_config=run_config)
 
 
 @dataclass
diff --git a/datapipe/datatable.py b/datapipe/datatable.py
index 9b5eae7e..22860796 100644
--- a/datapipe/datatable.py
+++ b/datapipe/datatable.py
@@ -1,19 +1,23 @@
 from typing import Dict, Iterator, List, Optional, Tuple, Set
+from contextlib import contextmanager
+from itertools import chain
 
 import logging
+from opentelemetry import trace
 
 import pandas as pd
-from sqlalchemy import alias, func, select, union, and_, or_, literal
-
+from sqlalchemy import Column, alias, func, select, union, and_, or_, literal, \
+    Table as SQLTable
 from datapipe.types import DataDF, MetadataDF, IndexDF, data_to_index, index_difference
-from datapipe.store.database import DBConn, sql_apply_runconfig_filter
 from datapipe.metastore import MetaTable
 from datapipe.store.table_store import TableStore
+from datapipe.store.database import DBConn, TableStoreDB, dbconn_transaction, sql_apply_runconfig_filter
 from datapipe.event_logger import EventLogger
 from datapipe.run_config import RunConfig, LabelDict
 
 
 logger = logging.getLogger('datapipe.datatable')
+tracer = trace.get_tracer("datapipe.datatable")
 
 
 class DataTable:
@@ -54,41 +58,46 @@ def store_chunk(
         отсутствуют в `data_df`.
         '''
 
-        if not data_df.empty:
-            logger.debug(f'Inserting chunk {len(data_df.index)} rows into {self.name}')
-
-            (
-                new_df,
-                changed_df,
-                new_meta_df,
-                changed_meta_df
-            ) = self.meta_table.get_changes_for_store_chunk(data_df, now)
+        with tracer.start_as_current_span(f"{self.name} store_chunk"):
+            if not data_df.empty:
+                logger.debug(f'Inserting chunk {len(data_df.index)} rows into {self.name}')
 
-            self.event_logger.log_state(
-                self.name,
-                added_count=len(new_df),
-                updated_count=len(changed_df),
-                deleted_count=0,
-                processed_count=len(data_df),
-                run_config=run_config,
-            )
+                with tracer.start_as_current_span("get_changes_for_store_chunk"):
+                    (
+                        new_df,
+                        changed_df,
+                        new_meta_df,
+                        changed_meta_df
+                    ) = self.meta_table.get_changes_for_store_chunk(data_df, now)
+
+                self.event_logger.log_state(
+                    self.name,
+                    added_count=len(new_df),
+                    updated_count=len(changed_df),
+                    deleted_count=0,
+                    processed_count=len(data_df),
+                    run_config=run_config,
+                )
 
-            # TODO implement transaction meckanism
-            self.table_store.insert_rows(new_df)
-            self.table_store.update_rows(changed_df)
+                # TODO implement transaction meckanism
+                with tracer.start_as_current_span("store data"):
+                    self.table_store.insert_rows(new_df)
+                    self.table_store.update_rows(changed_df)
 
-            self.meta_table.insert_meta_for_store_chunk(new_meta_df)
-            self.meta_table.update_meta_for_store_chunk(changed_meta_df)
-        else:
-            data_df = pd.DataFrame(columns=self.primary_keys)
+                with tracer.start_as_current_span("store metadata"):
+                    self.meta_table.insert_meta_for_store_chunk(new_meta_df)
+                    self.meta_table.update_meta_for_store_chunk(changed_meta_df)
+            else:
+                data_df = pd.DataFrame(columns=self.primary_keys)
 
-        data_idx = data_to_index(data_df, self.primary_keys)
+            with tracer.start_as_current_span("cleanup deleted rows"):
+                data_idx = data_to_index(data_df, self.primary_keys)
 
-        if processed_idx is not None:
-            existing_idx = self.meta_table.get_existing_idx(processed_idx)
-            deleted_idx = index_difference(existing_idx, data_idx)
+                if processed_idx is not None:
+                    existing_idx = self.meta_table.get_existing_idx(processed_idx)
+                    deleted_idx = index_difference(existing_idx, data_idx)
 
-            self.delete_by_idx(deleted_idx, now=now, run_config=run_config)
+                    self.delete_by_idx(deleted_idx, now=now, run_config=run_config)
 
     def delete_by_idx(
         self,
@@ -128,7 +137,8 @@ def __init__(
         meta_dbconn: DBConn
     ) -> None:
         self.meta_dbconn = meta_dbconn
-        self.event_logger = EventLogger(self.meta_dbconn)
+        with dbconn_transaction([self.meta_dbconn]):
+            self.event_logger = EventLogger(self.meta_dbconn)
         self.tables: Dict[str, DataTable] = {}
 
     def create_table(self, name: str, table_store: TableStore) -> DataTable:
@@ -176,32 +186,39 @@ def _build_changed_idx_sql(
         # if not join_keys:
         #     raise ValueError("Impossible to carry out transformation. datatables do not contain intersecting ids")
 
-        def left_join(tbl_a, tbl_bbb):
-            q = tbl_a.join(
-                tbl_bbb[0],
-                and_(True, *[tbl_a.c[key] == tbl_bbb[0].c[key] for key in join_keys]),
-                isouter=True
-            )
-            for tbl_b in tbl_bbb[1:]:
+        def left_join(tbl_left: Tuple[DataTable, SQLTable], tbls_right: List[Tuple[DataTable, SQLTable]]):
+            dt_left, sql_left = tbl_left
+            q = sql_left
+            for dt_right, sql_right in tbls_right:
+                join_keys = set(dt_left.primary_keys) & set(dt_right.primary_keys)
                 q = q.join(
-                    tbl_b,
-                    and_(True, *[tbl_a.c[key] == tbl_b.c[key] for key in join_keys]),
+                    sql_right,
+                    and_(True, *[sql_left.c[key] == sql_right.c[key] for key in join_keys]),
                     isouter=True
                 )
-
             return q
 
+        def get_inner_sql_fields(tables: List[Tuple[DataTable, SQLTable]]) -> List[Column]:
+            fields = [literal(1).label('_1')]
+            # fields += [tables[0][1].c[key] for key in join_keys]
+            used_fields: Set[str] = set()
+            for dt, sql in tables:
+                tbl_keys = join_keys & set(dt.primary_keys)
+                for key in tbl_keys - used_fields:
+                    fields.append(sql.c[key])
+                used_fields |= tbl_keys
+            for key in join_keys - used_fields:
+                fields.append(literal(None).label(key))
+            return fields
+
         inp_tbls = [(inp, inp.meta_table.sql_table.alias(f"inp_{inp.name}")) for inp in inputs]
         out_tbls = [(out, out.meta_table.sql_table.alias(f"out_{out.name}")) for out in outputs]
         sql_requests = []
 
         for inp_dt, inp in inp_tbls:
-            fields = [literal(1).label('_1')] + [inp.c[key] for key in join_keys]
+            fields = get_inner_sql_fields([(inp_dt, inp)] + out_tbls)
             sql = select(fields).select_from(
-                left_join(
-                    inp,
-                    [out for _, out in out_tbls]
-                )
+                left_join((inp_dt, inp), out_tbls)
             ).where(
                 or_(
                     and_(
@@ -224,12 +241,9 @@ def left_join(tbl_a, tbl_bbb):
             sql_requests.append(sql)
 
         for out_dt, out in out_tbls:
-            fields = [literal(1).label('_1')] + [out.c[key] for key in join_keys]
+            fields = get_inner_sql_fields([(out_dt, out)] + inp_tbls)
             sql = select(fields).select_from(
-                left_join(
-                    out,
-                    [inp for _, inp in inp_tbls]
-                )
+                left_join((out_dt, out), inp_tbls)
             ).where(
                 or_(
                     (
@@ -324,3 +338,18 @@ def alter_res_df():
                 yield df.drop(columns='_1')
 
         return idx_count, alter_res_df()
+
+    @contextmanager
+    def transaction(
+        self,
+        input_dts: List[DataTable],
+        output_dts: List[DataTable],
+    ):
+        dbconns = [self.meta_dbconn]
+
+        for dt in chain(input_dts, output_dts):
+            if isinstance(dt.table_store, TableStoreDB):
+                dbconns.append(dt.table_store.dbconn)
+
+        with dbconn_transaction(dbconns):
+            yield
diff --git a/datapipe/event_logger.py b/datapipe/event_logger.py
index 768285ee..d10cba61 100644
--- a/datapipe/event_logger.py
+++ b/datapipe/event_logger.py
@@ -40,7 +40,7 @@ def _make_table_schema(self, dbconn: 'DBConn'):
             Column('id', Integer, primary_key=True, autoincrement=True),
             Column('event_ts', DateTime, server_default=func.now()),
             Column('type', String(100)),
-            Column('event', JSON if dbconn.con.name == 'sqlite' else JSONB)
+            Column('event', JSON if dbconn.engine.name == 'sqlite' else JSONB)
         ]
 
     def log_state(
diff --git a/datapipe/metastore.py b/datapipe/metastore.py
index f95d74b2..d4e60bc5 100644
--- a/datapipe/metastore.py
+++ b/datapipe/metastore.py
@@ -5,14 +5,14 @@
 import logging
 import time
 
-from sqlalchemy.sql.expression import and_, bindparam, or_, select, tuple_, update
+from sqlalchemy.sql.expression import and_, bindparam, insert, or_, select, tuple_, update
 from sqlalchemy import Table, Column, Integer, Float, func
 
 from cityhash import CityHash32
 import pandas as pd
 
 from datapipe.types import IndexDF, DataSchema, DataDF, MetadataDF, data_to_index
-from datapipe.store.database import DBConn, sql_apply_runconfig_filter, sql_schema_to_sqltype
+from datapipe.store.database import DBConn, sql_apply_runconfig_filter
 from datapipe.run_config import RunConfig
 
 
@@ -243,15 +243,9 @@ def _insert_rows(self, df: MetadataDF) -> None:
         if len(df) > 0:
             logger.debug(f'Inserting {len(df)} rows into {self.name} data')
 
-            df.to_sql(
-                name=self.sql_table.name,
-                con=self.dbconn.con,
-                schema=self.dbconn.schema,
-                if_exists='append',
-                index=False,
-                chunksize=1000,
-                method='multi',
-                dtype=sql_schema_to_sqltype(self.sql_schema),
+            self.dbconn.con.execute(
+                insert(self.sql_table),
+                df.to_dict(orient='records')
             )
 
     def _update_existing_metadata_rows(self, df: MetadataDF) -> None:
diff --git a/datapipe/store/database.py b/datapipe/store/database.py
index bb605302..4ce87fdf 100644
--- a/datapipe/store/database.py
+++ b/datapipe/store/database.py
@@ -2,10 +2,14 @@
 
 import copy
 import logging
-import pandas as pd
+from contextlib import contextmanager
+
+from opentelemetry import trace
+from opentelemetry.instrumentation.sqlalchemy import SQLAlchemyInstrumentor
 
+import pandas as pd
 from sqlalchemy import Column, Table, create_engine, MetaData, String, Integer
-from sqlalchemy.sql.expression import select, delete, tuple_
+from sqlalchemy.sql.expression import insert, select, delete, tuple_
 from sqlalchemy.pool import SingletonThreadPool
 from datapipe.run_config import RunConfig
 
@@ -13,7 +17,8 @@
 from datapipe.store.table_store import TableStore
 
 
-logger = logging.getLogger('datapipe.store.database')
+logger = logging.getLogger("datapipe.store.database")
+tracer = trace.get_tracer("datapipe.store.database")
 
 
 SCHEMA_TO_DTYPE_LOOKUP = {
@@ -43,11 +48,18 @@ def _init(self, connstr: str, schema: Optional[str]) -> None:
         self.connstr = connstr
         self.schema = schema
 
-        self.con = create_engine(
+        self.engine = create_engine(
             connstr,
             poolclass=SingletonThreadPool,
+            future=True,
+        )
+
+        SQLAlchemyInstrumentor().instrument(
+            engine=self.engine
         )
 
+        self._con = None
+
         self.sqla_metadata = MetaData(schema=schema)
 
     def __getstate__(self):
@@ -59,6 +71,41 @@ def __getstate__(self):
     def __setstate__(self, state):
         self._init(state['connstr'], state['schema'])
 
+    @property
+    def con(self):
+        assert self._con is not None
+        return self._con
+
+    @property
+    def con_ro(self):
+        if self._con is not None:
+            return self._con
+        else:
+            return self.engine.connect()
+
+
+@contextmanager
+def dbconn_transaction(dbconns: List[DBConn]):
+    unique_dbconns = set(dbconns)
+
+    need_transaction_dbconns = [i for i in unique_dbconns if i._con is None]
+
+    try:
+        for dbconn in need_transaction_dbconns:
+            assert dbconn._con is None
+            dbconn._con = dbconn.engine.connect()
+
+        yield
+
+        for dbconn in need_transaction_dbconns:
+            assert dbconn._con is not None
+            dbconn._con.commit()
+    finally:
+        for dbconn in need_transaction_dbconns:
+            assert dbconn._con is not None
+            dbconn._con.close()
+            dbconn._con = None
+
 
 def sql_apply_runconfig_filter(sql: select, table: Table, primary_keys: List[str], run_config: RunConfig = None) -> select:
     if run_config is not None:
@@ -134,15 +181,9 @@ def insert_rows(self, df: DataDF) -> None:
         self.delete_rows(data_to_index(df, self.primary_keys))
         logger.debug(f'Inserting {len(df)} rows into {self.name} data')
 
-        df.to_sql(
-            name=self.name,
-            con=self.dbconn.con,
-            schema=self.dbconn.schema,
-            if_exists='append',
-            index=False,
-            chunksize=1000,
-            method='multi',
-            dtype=sql_schema_to_sqltype(self.data_sql_schema),
+        self.dbconn.con.execute(
+            insert(self.data_table),
+            df.to_dict(orient='records')
         )
 
     def update_rows(self, df: DataDF) -> None:
@@ -173,6 +214,6 @@ def read_rows_meta_pseudo_df(self, chunksize: int = 1000, run_config: RunConfig
 
         return pd.read_sql_query(
             sql,
-            con=self.dbconn.con.execution_options(stream_results=True),
+            con=self.dbconn.con,
             chunksize=chunksize
         )
diff --git a/docker-compose.yml b/docker-compose.yml
new file mode 100644
index 00000000..96e331db
--- /dev/null
+++ b/docker-compose.yml
@@ -0,0 +1,24 @@
+version: "3"
+
+services:
+  jaeger:
+    image: jaegertracing/all-in-one:1.29
+    environment:
+      - COLLECTOR_ZIPKIN_HOST_PORT=:9411
+    ports:
+      - 5775:5775/udp
+      - 6831:6831/udp
+      - 6832:6832/udp
+      - 5778:5778
+      - 16686:16686
+      - 14268:14268
+      - 14250:14250
+      - 9411:9411
+  
+
+  postgres:
+    image: postgres:12
+    environment:
+      - POSTGRES_PASSWORD=password
+    ports:
+      - "5432:5432"
diff --git a/docs/2022-01-transactions.md b/docs/2022-01-transactions.md
new file mode 100644
index 00000000..47e9dde2
--- /dev/null
+++ b/docs/2022-01-transactions.md
@@ -0,0 +1,56 @@
+# Модель работы с транзакциями в datapipe
+
+## Зачем это надо
+
+По итогам трейсинга времени выполнения выяснилось, что подавляющее количество
+времени (50% в случае `examples/one_to_many_pipeline`) приходится на блок
+`store_chunk`.
+
+Самой сильной гипотезой, которая объясняла потери времени оказалась логика
+работы SQLAlchemy, которая по умолчанию (при работе через engine напрямую
+включает режим `autocommit`).
+
+Если завернуть всю работу с данными в транзакцию, то скорость записи значительно
+возрастает.
+
+Поэтому, кажется, что введение транзакционной работы с БД в `datapipe` - неизбежно.
+
+## Обзор текущего состояния
+
+В `datapipe` есть два вида баз, которые подлежат более четкому контролю с точки
+зрения транзакций:
+
+1. meta-таблицы
+1. таблицы, которые хранятся через класс `TableStoreDB`
+
+Для доступа и к 1 и 2 используется класс `DBConn` который абстрагирует реквизиты
+доступа.
+
+Случаи, которые хочется корректно отрабатывать:
+
+1. Мета-таблица в базе А и дата-таблица в базе А
+1. Мета-таблица в базе А и дата-таблица в базе Б
+1. Мета-таблица в базе А, дата-таблица в базе А и дата-таблица в базе Б
+
+На текущий момент класс `DBConn` всегда позволяет обратиться к базе, так как
+открывает соединение сразу же при создании объекта.
+
+## Реализация
+
+Основное изменение:
+
+`DBConn` становится модальным объектом. За пределами транзакции получить доступ
+к БД нельзя.
+
+Транзакция открывается с помощью контекстного менеджера `dbconn_transactions`,
+он мутирует каждый переданный в него `dbconn`: открывает соединение и начинает
+транзакцию в начале контекста и закрывает транзакцию в конце контекста.
+
+`dbconn_transactions` предусматривает возможность вложенных вызовов (при
+открытой транзакции к базе А, снова сделать вызов для открытия транзакции в А),
+приоритет отдается более внешней транзакции.
+
+Так как не все `TableStore` работают с базой, так же реализован вспомогательный
+метод `DataStore.transaction`, который принимает списки `DataTable` и сам
+находит те `TableStore` которые работают с БД и требуют открытия транзакции.
+
diff --git a/examples/v0.9.0/.gitignore b/examples/one_to_many_pipeline/.gitignore
similarity index 100%
rename from examples/v0.9.0/.gitignore
rename to examples/one_to_many_pipeline/.gitignore
diff --git a/examples/v0.9.0/one_to_many_pipeline.py b/examples/one_to_many_pipeline/one_to_many_pipeline.py
similarity index 96%
rename from examples/v0.9.0/one_to_many_pipeline.py
rename to examples/one_to_many_pipeline/one_to_many_pipeline.py
index 3e54494d..fcfce3fd 100644
--- a/examples/v0.9.0/one_to_many_pipeline.py
+++ b/examples/one_to_many_pipeline/one_to_many_pipeline.py
@@ -5,13 +5,15 @@
 
 from datapipe.store.database import TableStoreDB
 from datapipe.datatable import DataStore
-from datapipe.compute import Catalog, Pipeline, Table, BatchGenerate, BatchTransform
+from datapipe.compute import Catalog, Pipeline, Table
+from datapipe.core_steps import BatchGenerate, BatchTransform
 from datapipe.store.database import DBConn
 from datapipe.cli import main
 from datapipe.run_config import RunConfig
 
 
-dbconn = DBConn('sqlite:///db.sqlite')
+# dbconn = DBConn('sqlite:///db.sqlite')
+dbconn = DBConn('postgresql://postgres:password@localhost/postgres', schema='test')
 ds = DataStore(dbconn)
 
 run_config = RunConfig(
diff --git a/poetry.lock b/poetry.lock
index e1cc80fb..79e1429d 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,3 +1,21 @@
+[[package]]
+name = "aiobotocore"
+version = "2.0.1"
+description = "Async client for aws services using botocore and aiohttp"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+aiohttp = ">=3.3.1"
+aioitertools = ">=0.5.1"
+botocore = ">=1.22.8,<1.22.9"
+wrapt = ">=1.10.10"
+
+[package.extras]
+awscli = ["awscli (>=1.21.8,<1.21.9)"]
+boto3 = ["boto3 (>=1.19.8,<1.19.9)"]
+
 [[package]]
 name = "aiohttp"
 version = "3.8.1"
@@ -18,6 +36,14 @@ yarl = ">=1.0,<2.0"
 [package.extras]
 speedups = ["aiodns", "brotli", "cchardet"]
 
+[[package]]
+name = "aioitertools"
+version = "0.8.0"
+description = "itertools and builtins for AsyncIO and mixed iterables"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
 [[package]]
 name = "aiosignal"
 version = "1.2.0"
@@ -31,15 +57,12 @@ frozenlist = ">=1.1.0"
 
 [[package]]
 name = "async-timeout"
-version = "4.0.1"
+version = "4.0.2"
 description = "Timeout context manager for asyncio programs"
 category = "main"
 optional = false
 python-versions = ">=3.6"
 
-[package.dependencies]
-typing-extensions = ">=3.6.5"
-
 [[package]]
 name = "atomicwrites"
 version = "1.4.0"
@@ -50,21 +73,21 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "attrs"
-version = "21.2.0"
+version = "21.4.0"
 description = "Classes Without Boilerplate"
 category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
 [package.extras]
-dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit"]
+dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit", "cloudpickle"]
 docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"]
-tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface"]
-tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins"]
+tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "cloudpickle"]
+tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "cloudpickle"]
 
 [[package]]
 name = "black"
-version = "21.11b0"
+version = "21.12b0"
 description = "The uncompromising code formatter."
 category = "dev"
 optional = false
@@ -75,7 +98,6 @@ click = ">=7.1.2"
 mypy-extensions = ">=0.4.3"
 pathspec = ">=0.9.0,<1"
 platformdirs = ">=2"
-regex = ">=2020.1.8"
 tomli = ">=0.2.6,<2.0.0"
 typing-extensions = [
     {version = ">=3.10.0.0", markers = "python_version < \"3.10\""},
@@ -89,6 +111,22 @@ jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 python2 = ["typed-ast (>=1.4.3)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
+[[package]]
+name = "botocore"
+version = "1.22.8"
+description = "Low-level, data-driven core of boto 3."
+category = "main"
+optional = false
+python-versions = ">= 3.6"
+
+[package.dependencies]
+jmespath = ">=0.7.1,<1.0.0"
+python-dateutil = ">=2.1,<3.0.0"
+urllib3 = ">=1.25.4,<1.27"
+
+[package.extras]
+crt = ["awscrt (==0.12.5)"]
+
 [[package]]
 name = "brotli"
 version = "1.0.9"
@@ -115,7 +153,7 @@ python-versions = "*"
 
 [[package]]
 name = "charset-normalizer"
-version = "2.0.7"
+version = "2.0.10"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 category = "main"
 optional = false
@@ -126,8 +164,8 @@ unicode_backport = ["unicodedata2"]
 
 [[package]]
 name = "cityhash"
-version = "0.2.3.post9"
-description = "Python-bindings for CityHash, a fast non-cryptographic hash algorithm"
+version = "0.2.4.post11"
+description = "Python bindings for CityHash, a fast non-cryptographic hash algorithm"
 category = "main"
 optional = false
 python-versions = "*"
@@ -254,6 +292,20 @@ category = "main"
 optional = false
 python-versions = ">=3.5"
 
+[[package]]
+name = "deprecated"
+version = "1.2.13"
+description = "Python @deprecated decorator to deprecate old python classes, functions or methods."
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[package.dependencies]
+wrapt = ">=1.10,<2"
+
+[package.extras]
+dev = ["tox", "bump2version (<1)", "sphinx (<2)", "importlib-metadata (<3)", "importlib-resources (<4)", "configparser (<5)", "sphinxcontrib-websupport (<2)", "zipp (<2)", "PyTest (<5)", "PyTest-Cov (<2.6)", "pytest", "pytest-cov"]
+
 [[package]]
 name = "et-xmlfile"
 version = "1.1.0"
@@ -315,7 +367,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "fsspec"
-version = "2021.5.0"
+version = "2021.11.1"
 description = "File-system specification"
 category = "main"
 optional = false
@@ -324,15 +376,20 @@ python-versions = ">=3.6"
 [package.extras]
 abfs = ["adlfs"]
 adl = ["adlfs"]
+arrow = ["pyarrow (>=1)"]
 dask = ["dask", "distributed"]
 dropbox = ["dropboxdrivefs", "requests", "dropbox"]
 entrypoints = ["importlib-metadata"]
+fuse = ["fusepy"]
 gcs = ["gcsfs"]
 git = ["pygit2"]
 github = ["requests"]
 gs = ["gcsfs"]
+gui = ["panel"]
 hdfs = ["pyarrow (>=1)"]
 http = ["requests", "aiohttp"]
+libarchive = ["libarchive-c"]
+oci = ["ocifs"]
 s3 = ["s3fs"]
 sftp = ["paramiko"]
 smb = ["smbprotocol"]
@@ -348,24 +405,44 @@ python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 
 [[package]]
 name = "gcsfs"
-version = "2021.5.0"
+version = "2021.11.1"
 description = "Convenient Filesystem interface over GCS"
 category = "main"
 optional = false
 python-versions = ">=3.6"
 
 [package.dependencies]
-aiohttp = "*"
-decorator = "*"
-fsspec = "2021.05.0"
+aiohttp = "<4"
+decorator = ">4.1.2"
+fsspec = "2021.11.1"
 google-auth = ">=1.2"
 google-auth-oauthlib = "*"
+google-cloud-storage = "*"
 requests = "*"
 
 [package.extras]
 crc = ["crcmod"]
 gcsfuse = ["fusepy"]
 
+[[package]]
+name = "google-api-core"
+version = "2.3.2"
+description = "Google API client core library"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+google-auth = ">=1.25.0,<3.0dev"
+googleapis-common-protos = ">=1.52.0,<2.0dev"
+protobuf = ">=3.12.0"
+requests = ">=2.18.0,<3.0.0dev"
+
+[package.extras]
+grpc = ["grpcio (>=1.33.2,<2.0dev)", "grpcio-status (>=1.33.2,<2.0dev)"]
+grpcgcp = ["grpcio-gcp (>=0.2.2)"]
+grpcio-gcp = ["grpcio-gcp (>=0.2.2)"]
+
 [[package]]
 name = "google-auth"
 version = "2.3.3"
@@ -400,6 +477,78 @@ requests-oauthlib = ">=0.7.0"
 [package.extras]
 tool = ["click (>=6.0.0)"]
 
+[[package]]
+name = "google-cloud-core"
+version = "2.2.1"
+description = "Google Cloud API client core library"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+google-api-core = ">=1.21.0,<3.0.0dev"
+google-auth = ">=1.24.0,<3.0dev"
+
+[package.extras]
+grpc = ["grpcio (>=1.8.2,<2.0dev)"]
+
+[[package]]
+name = "google-cloud-storage"
+version = "1.44.0"
+description = "Google Cloud Storage API client library"
+category = "main"
+optional = false
+python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*"
+
+[package.dependencies]
+google-api-core = {version = ">=1.29.0,<3.0dev", markers = "python_version >= \"3.6\""}
+google-auth = {version = ">=1.25.0,<3.0dev", markers = "python_version >= \"3.6\""}
+google-cloud-core = {version = ">=1.6.0,<3.0dev", markers = "python_version >= \"3.6\""}
+google-resumable-media = {version = ">=1.3.0,<3.0dev", markers = "python_version >= \"3.6\""}
+protobuf = {version = "*", markers = "python_version >= \"3.6\""}
+requests = ">=2.18.0,<3.0.0dev"
+six = "*"
+
+[[package]]
+name = "google-crc32c"
+version = "1.3.0"
+description = "A python wrapper of the C library 'Google CRC32C'"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.extras]
+testing = ["pytest"]
+
+[[package]]
+name = "google-resumable-media"
+version = "2.1.0"
+description = "Utilities for Google Media Downloads and Resumable Uploads"
+category = "main"
+optional = false
+python-versions = ">= 3.6"
+
+[package.dependencies]
+google-crc32c = ">=1.0,<2.0dev"
+
+[package.extras]
+aiohttp = ["aiohttp (>=3.6.2,<4.0.0dev)"]
+requests = ["requests (>=2.18.0,<3.0.0dev)"]
+
+[[package]]
+name = "googleapis-common-protos"
+version = "1.54.0"
+description = "Common protobufs used in Google APIs"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+protobuf = ">=3.12.0"
+
+[package.extras]
+grpc = ["grpcio (>=1.0.0)"]
+
 [[package]]
 name = "greenlet"
 version = "1.1.2"
@@ -411,6 +560,20 @@ python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*"
 [package.extras]
 docs = ["sphinx"]
 
+[[package]]
+name = "grpcio"
+version = "1.43.0"
+description = "HTTP/2-based RPC framework"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+six = ">=1.5.2"
+
+[package.extras]
+protobuf = ["grpcio-tools (>=1.43.0)"]
+
 [[package]]
 name = "idna"
 version = "3.3"
@@ -462,9 +625,17 @@ MarkupSafe = ">=2.0"
 [package.extras]
 i18n = ["Babel (>=2.7)"]
 
+[[package]]
+name = "jmespath"
+version = "0.10.0"
+description = "JSON Matching Expressions"
+category = "main"
+optional = false
+python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+
 [[package]]
 name = "makefun"
-version = "1.12.1"
+version = "1.13.0"
 description = "Small library to dynamically create python functions."
 category = "dev"
 optional = false
@@ -521,11 +692,11 @@ python-versions = "*"
 
 [[package]]
 name = "numpy"
-version = "1.21.1"
+version = "1.22.0"
 description = "NumPy is the fundamental package for array computing with Python."
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 
 [[package]]
 name = "oauthlib"
@@ -551,20 +722,121 @@ python-versions = ">=3.6"
 [package.dependencies]
 et-xmlfile = "*"
 
+[[package]]
+name = "opentelemetry-api"
+version = "1.8.0"
+description = "OpenTelemetry Python API"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+Deprecated = ">=1.2.6"
+
+[[package]]
+name = "opentelemetry-exporter-jaeger"
+version = "1.8.0"
+description = "Jaeger Exporters for OpenTelemetry"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+opentelemetry-exporter-jaeger-proto-grpc = "1.8.0"
+opentelemetry-exporter-jaeger-thrift = "1.8.0"
+
+[[package]]
+name = "opentelemetry-exporter-jaeger-proto-grpc"
+version = "1.8.0"
+description = "Jaeger Protobuf Exporter for OpenTelemetry"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+googleapis-common-protos = ">=1.52,<2.0"
+grpcio = ">=1.0.0,<2.0.0"
+opentelemetry-api = ">=1.3,<2.0"
+opentelemetry-sdk = ">=1.3,<2.0"
+
+[[package]]
+name = "opentelemetry-exporter-jaeger-thrift"
+version = "1.8.0"
+description = "Jaeger Thrift Exporter for OpenTelemetry"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+opentelemetry-api = ">=1.3,<2.0"
+opentelemetry-sdk = ">=1.3,<2.0"
+thrift = ">=0.10.0"
+
+[[package]]
+name = "opentelemetry-instrumentation"
+version = "0.27b0"
+description = "Instrumentation Tools & Auto Instrumentation for OpenTelemetry Python"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+opentelemetry-api = ">=1.4,<2.0"
+wrapt = ">=1.0.0,<2.0.0"
+
+[[package]]
+name = "opentelemetry-instrumentation-sqlalchemy"
+version = "0.27b0"
+description = "OpenTelemetry SQLAlchemy instrumentation"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+opentelemetry-api = ">=1.3,<2.0"
+opentelemetry-instrumentation = "0.27b0"
+opentelemetry-semantic-conventions = "0.27b0"
+packaging = ">=21.0"
+wrapt = ">=1.11.2"
+
+[package.extras]
+instruments = ["sqlalchemy"]
+test = ["opentelemetry-sdk (>=1.3,<2.0)", "pytest", "sqlalchemy"]
+
+[[package]]
+name = "opentelemetry-sdk"
+version = "1.8.0"
+description = "OpenTelemetry Python SDK"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+opentelemetry-api = "1.8.0"
+opentelemetry-semantic-conventions = "0.27b0"
+
+[[package]]
+name = "opentelemetry-semantic-conventions"
+version = "0.27b0"
+description = "OpenTelemetry Semantic Conventions"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
 [[package]]
 name = "packaging"
-version = "21.2"
+version = "21.3"
 description = "Core utilities for Python packages"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 
 [package.dependencies]
-pyparsing = ">=2.0.2,<3"
+pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
 
 [[package]]
 name = "pandas"
-version = "1.3.4"
+version = "1.3.5"
 description = "Powerful data structures for data analysis, time series, and statistics"
 category = "main"
 optional = false
@@ -585,7 +857,7 @@ test = ["hypothesis (>=3.58)", "pytest (>=6.0)", "pytest-xdist"]
 
 [[package]]
 name = "pandas-stubs"
-version = "1.2.0.38"
+version = "1.2.0.40"
 description = "Type annotations for Pandas"
 category = "dev"
 optional = false
@@ -609,11 +881,11 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "platformdirs"
-version = "2.4.0"
+version = "2.4.1"
 description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.extras]
 docs = ["Sphinx (>=4)", "furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx-autodoc-typehints (>=1.12)"]
@@ -621,7 +893,7 @@ test = ["appdirs (==1.4.4)", "pytest (>=6)", "pytest-cov (>=2.7)", "pytest-mock
 
 [[package]]
 name = "plotly"
-version = "5.4.0"
+version = "5.5.0"
 description = "An open-source, interactive data visualization library for Python"
 category = "main"
 optional = true
@@ -645,15 +917,23 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "plyvel"
-version = "1.3.0"
+version = "1.4.0"
 description = "Plyvel, a fast and feature-rich Python interface to LevelDB"
 category = "main"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "protobuf"
+version = "3.19.1"
+description = "Protocol Buffers"
+category = "main"
+optional = false
+python-versions = ">=3.5"
+
 [[package]]
 name = "psycopg2-binary"
-version = "2.9.2"
+version = "2.9.3"
 description = "psycopg2 - Python-PostgreSQL Database Adapter"
 category = "main"
 optional = false
@@ -704,11 +984,14 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "pyparsing"
-version = "2.4.7"
+version = "3.0.6"
 description = "Python parsing module"
-category = "dev"
+category = "main"
 optional = false
-python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+python-versions = ">=3.6"
+
+[package.extras]
+diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pytest"
@@ -733,7 +1016,7 @@ testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "requests", "xm
 
 [[package]]
 name = "pytest-cases"
-version = "3.6.5"
+version = "3.6.7"
 description = "Separate test code from test cases in pytest."
 category = "dev"
 optional = false
@@ -770,17 +1053,9 @@ category = "main"
 optional = false
 python-versions = ">=3.6"
 
-[[package]]
-name = "regex"
-version = "2021.11.10"
-description = "Alternative regular expression module, to replace re."
-category = "dev"
-optional = false
-python-versions = "*"
-
 [[package]]
 name = "requests"
-version = "2.26.0"
+version = "2.27.1"
 description = "Python HTTP for Humans."
 category = "main"
 optional = false
@@ -813,15 +1088,32 @@ rsa = ["oauthlib[signedtoken] (>=3.0.0)"]
 
 [[package]]
 name = "rsa"
-version = "4.7.2"
+version = "4.8"
 description = "Pure-Python RSA implementation"
 category = "main"
 optional = false
-python-versions = ">=3.5, <4"
+python-versions = ">=3.6,<4"
 
 [package.dependencies]
 pyasn1 = ">=0.1.3"
 
+[[package]]
+name = "s3fs"
+version = "2021.11.1"
+description = "Convenient Filesystem interface over S3"
+category = "main"
+optional = false
+python-versions = ">= 3.6"
+
+[package.dependencies]
+aiobotocore = ">=2.0.1,<2.1.0"
+aiohttp = "<=4"
+fsspec = "2021.11.1"
+
+[package.extras]
+awscli = ["aiobotocore[awscli] (>=2.0.1,<2.1.0)"]
+boto3 = ["aiobotocore[boto3] (>=2.0.1,<2.1.0)"]
+
 [[package]]
 name = "six"
 version = "1.16.0"
@@ -832,7 +1124,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 
 [[package]]
 name = "sqlalchemy"
-version = "1.4.27"
+version = "1.4.29"
 description = "Database Abstraction Library"
 category = "main"
 optional = false
@@ -873,6 +1165,22 @@ python-versions = ">=3.6"
 [package.extras]
 doc = ["reno", "sphinx", "tornado (>=4.5)"]
 
+[[package]]
+name = "thrift"
+version = "0.15.0"
+description = "Python bindings for the Apache Thrift RPC system"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+six = ">=1.7.2"
+
+[package.extras]
+all = ["tornado (>=4.0)", "twisted"]
+tornado = ["tornado (>=4.0)"]
+twisted = ["twisted"]
+
 [[package]]
 name = "toml"
 version = "0.10.2"
@@ -883,7 +1191,7 @@ python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 
 [[package]]
 name = "tomli"
-version = "1.2.2"
+version = "1.2.3"
 description = "A lil' TOML parser"
 category = "dev"
 optional = false
@@ -907,7 +1215,7 @@ telegram = ["requests"]
 
 [[package]]
 name = "types-requests"
-version = "2.26.0"
+version = "2.26.3"
 description = "Typing stubs for requests"
 category = "dev"
 optional = false
@@ -915,9 +1223,9 @@ python-versions = "*"
 
 [[package]]
 name = "typing-extensions"
-version = "4.0.0"
+version = "4.0.1"
 description = "Backported and Experimental Type Hints for Python 3.6+"
-category = "main"
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 
@@ -945,6 +1253,14 @@ python-versions = ">=3.6"
 [package.extras]
 watchdog = ["watchdog"]
 
+[[package]]
+name = "wrapt"
+version = "1.13.3"
+description = "Module for decorators, wrappers and monkey patching."
+category = "main"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+
 [[package]]
 name = "xlrd"
 version = "2.0.1"
@@ -977,9 +1293,12 @@ ui = ["dash", "dash_bootstrap_components", "dash_interactive_graphviz"]
 [metadata]
 lock-version = "1.1"
 python-versions = "^3.8"
-content-hash = "7be210ebab321f23594f8bb2f71c09e0d1aa6554e9724dcde62839f2dfff09d4"
+content-hash = "a3bbcdf419667e8f1b9fca2ea9fc24dcc8f39acabc10f3fa3d5ff7475c2e077a"
 
 [metadata.files]
+aiobotocore = [
+    {file = "aiobotocore-2.0.1.tar.gz", hash = "sha256:73b697da549d7f280c640ba3118cadcfc77312ce3ea493b55384bd3624ee5588"},
+]
 aiohttp = [
     {file = "aiohttp-3.8.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:1ed0b6477896559f17b9eaeb6d38e07f7f9ffe40b9f0f9627ae8b9926ae260a8"},
     {file = "aiohttp-3.8.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:7dadf3c307b31e0e61689cbf9e06be7a867c563d5a63ce9dca578f956609abf8"},
@@ -1054,25 +1373,33 @@ aiohttp = [
     {file = "aiohttp-3.8.1-cp39-cp39-win_amd64.whl", hash = "sha256:1c182cb873bc91b411e184dab7a2b664d4fea2743df0e4d57402f7f3fa644bac"},
     {file = "aiohttp-3.8.1.tar.gz", hash = "sha256:fc5471e1a54de15ef71c1bc6ebe80d4dc681ea600e68bfd1cbce40427f0b7578"},
 ]
+aioitertools = [
+    {file = "aioitertools-0.8.0-py3-none-any.whl", hash = "sha256:3a141f01d1050ac8c01917aee248d262736dab875ce0471f0dba5f619346b452"},
+    {file = "aioitertools-0.8.0.tar.gz", hash = "sha256:8b02facfbc9b0f1867739949a223f3d3267ed8663691cc95abd94e2c1d8c2b46"},
+]
 aiosignal = [
     {file = "aiosignal-1.2.0-py3-none-any.whl", hash = "sha256:26e62109036cd181df6e6ad646f91f0dcfd05fe16d0cb924138ff2ab75d64e3a"},
     {file = "aiosignal-1.2.0.tar.gz", hash = "sha256:78ed67db6c7b7ced4f98e495e572106d5c432a93e1ddd1bf475e1dc05f5b7df2"},
 ]
 async-timeout = [
-    {file = "async-timeout-4.0.1.tar.gz", hash = "sha256:b930cb161a39042f9222f6efb7301399c87eeab394727ec5437924a36d6eef51"},
-    {file = "async_timeout-4.0.1-py3-none-any.whl", hash = "sha256:a22c0b311af23337eb05fcf05a8b51c3ea53729d46fb5460af62bee033cec690"},
+    {file = "async-timeout-4.0.2.tar.gz", hash = "sha256:2163e1640ddb52b7a8c80d0a67a08587e5d245cc9c553a74a847056bc2976b15"},
+    {file = "async_timeout-4.0.2-py3-none-any.whl", hash = "sha256:8ca1e4fcf50d07413d66d1a5e416e42cfdf5851c981d679a09851a6853383b3c"},
 ]
 atomicwrites = [
     {file = "atomicwrites-1.4.0-py2.py3-none-any.whl", hash = "sha256:6d1784dea7c0c8d4a5172b6c620f40b6e4cbfdf96d783691f2e1302a7b88e197"},
     {file = "atomicwrites-1.4.0.tar.gz", hash = "sha256:ae70396ad1a434f9c7046fd2dd196fc04b12f9e91ffb859164193be8b6168a7a"},
 ]
 attrs = [
-    {file = "attrs-21.2.0-py2.py3-none-any.whl", hash = "sha256:149e90d6d8ac20db7a955ad60cf0e6881a3f20d37096140088356da6c716b0b1"},
-    {file = "attrs-21.2.0.tar.gz", hash = "sha256:ef6aaac3ca6cd92904cdd0d83f629a15f18053ec84e6432106f7a4d04ae4f5fb"},
+    {file = "attrs-21.4.0-py2.py3-none-any.whl", hash = "sha256:2d27e3784d7a565d36ab851fe94887c5eccd6a463168875832a1be79c82828b4"},
+    {file = "attrs-21.4.0.tar.gz", hash = "sha256:626ba8234211db98e869df76230a137c4c40a12d72445c45d5f5b716f076e2fd"},
 ]
 black = [
-    {file = "black-21.11b0-py3-none-any.whl", hash = "sha256:0b1f66cbfadcd332ceeaeecf6373d9991d451868d2e2219ad0ac1213fb701117"},
-    {file = "black-21.11b0.tar.gz", hash = "sha256:83f3852301c8dcb229e9c444dd79f573c8d31c7c2dad9bbaaa94c808630e32aa"},
+    {file = "black-21.12b0-py3-none-any.whl", hash = "sha256:a615e69ae185e08fdd73e4715e260e2479c861b5740057fde6e8b4e3b7dd589f"},
+    {file = "black-21.12b0.tar.gz", hash = "sha256:77b80f693a569e2e527958459634f18df9b0ba2625ba4e0c2d5da5be42e6f2b3"},
+]
+botocore = [
+    {file = "botocore-1.22.8-py3-none-any.whl", hash = "sha256:842dc2b887ab9ce5e937bc5954116736a1f3d3b7f1948b0027a671509e0d81ca"},
+    {file = "botocore-1.22.8.tar.gz", hash = "sha256:89c48ac82cd3d814dd459428144a124e42acca80431c77813b7ac29f8fac3456"},
 ]
 brotli = [
     {file = "Brotli-1.0.9-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:268fe94547ba25b58ebc724680609c8ee3e5a843202e9a381f6f9c5e8bdb5c70"},
@@ -1081,13 +1408,6 @@ brotli = [
     {file = "Brotli-1.0.9-cp27-cp27m-win32.whl", hash = "sha256:afde17ae04d90fbe53afb628f7f2d4ca022797aa093e809de5c3cf276f61bbfa"},
     {file = "Brotli-1.0.9-cp27-cp27mu-manylinux1_i686.whl", hash = "sha256:7cb81373984cc0e4682f31bc3d6be9026006d96eecd07ea49aafb06897746452"},
     {file = "Brotli-1.0.9-cp27-cp27mu-manylinux1_x86_64.whl", hash = "sha256:db844eb158a87ccab83e868a762ea8024ae27337fc7ddcbfcddd157f841fdfe7"},
-    {file = "Brotli-1.0.9-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:9744a863b489c79a73aba014df554b0e7a0fc44ef3f8a0ef2a52919c7d155031"},
-    {file = "Brotli-1.0.9-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:a72661af47119a80d82fa583b554095308d6a4c356b2a554fdc2799bc19f2a43"},
-    {file = "Brotli-1.0.9-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7ee83d3e3a024a9618e5be64648d6d11c37047ac48adff25f12fa4226cf23d1c"},
-    {file = "Brotli-1.0.9-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:19598ecddd8a212aedb1ffa15763dd52a388518c4550e615aed88dc3753c0f0c"},
-    {file = "Brotli-1.0.9-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:44bb8ff420c1d19d91d79d8c3574b8954288bdff0273bf788954064d260d7ab0"},
-    {file = "Brotli-1.0.9-cp310-cp310-win32.whl", hash = "sha256:26d168aac4aaec9a4394221240e8a5436b5634adc3cd1cdf637f6645cecbf181"},
-    {file = "Brotli-1.0.9-cp310-cp310-win_amd64.whl", hash = "sha256:622a231b08899c864eb87e85f81c75e7b9ce05b001e59bbfbf43d4a71f5f32b2"},
     {file = "Brotli-1.0.9-cp35-cp35m-macosx_10_6_intel.whl", hash = "sha256:c83aa123d56f2e060644427a882a36b3c12db93727ad7a7b9efd7d7f3e9cc2c4"},
     {file = "Brotli-1.0.9-cp35-cp35m-manylinux1_i686.whl", hash = "sha256:6b2ae9f5f67f89aade1fab0f7fd8f2832501311c363a21579d02defa844d9296"},
     {file = "Brotli-1.0.9-cp35-cp35m-manylinux1_x86_64.whl", hash = "sha256:68715970f16b6e92c574c30747c95cf8cf62804569647386ff032195dc89a430"},
@@ -1096,31 +1416,23 @@ brotli = [
     {file = "Brotli-1.0.9-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:503fa6af7da9f4b5780bb7e4cbe0c639b010f12be85d02c99452825dd0feef3f"},
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 toml = [
     {file = "toml-0.10.2-py2.py3-none-any.whl", hash = "sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b"},
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 ]
 tomli = [
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-    {file = "tomli-1.2.2.tar.gz", hash = "sha256:c6ce0015eb38820eaf32b5db832dbc26deb3dd427bd5f6556cf0acac2c214fee"},
+    {file = "tomli-1.2.3-py3-none-any.whl", hash = "sha256:e3069e4be3ead9668e21cb9b074cd948f7b3113fd9c8bba083f48247aab8b11c"},
+    {file = "tomli-1.2.3.tar.gz", hash = "sha256:05b6166bff487dc068d322585c7ea4ef78deed501cc124060e0f238e89a9231f"},
 ]
 tqdm = [
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 ]
 types-requests = [
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-    {file = "types_requests-2.26.0-py3-none-any.whl", hash = "sha256:809b5dcd3c408ac39d11d593835b6aff32420b3e7ddb79c7f3e823330f040466"},
+    {file = "types-requests-2.26.3.tar.gz", hash = "sha256:d63fa617846dcefff5aa2d59e47ab4ffd806e4bb0567115f7adbb5e438302fe4"},
+    {file = "types_requests-2.26.3-py3-none-any.whl", hash = "sha256:ad18284931c5ddbf050ccdd138f200d18fd56f88aa3567019d8da9b2d4fe0344"},
 ]
 typing-extensions = [
-    {file = "typing_extensions-4.0.0-py3-none-any.whl", hash = "sha256:829704698b22e13ec9eaf959122315eabb370b0884400e9818334d8b677023d9"},
-    {file = "typing_extensions-4.0.0.tar.gz", hash = "sha256:2cdf80e4e04866a9b3689a51869016d36db0814d84b8d8a568d22781d45d27ed"},
+    {file = "typing_extensions-4.0.1-py3-none-any.whl", hash = "sha256:7f001e5ac290a0c0401508864c7ec868be4e701886d5b573a9528ed3973d9d3b"},
+    {file = "typing_extensions-4.0.1.tar.gz", hash = "sha256:4ca091dea149f945ec56afb48dae714f21e8692ef22a395223bcd328961b6a0e"},
 ]
 urllib3 = [
     {file = "urllib3-1.26.7-py2.py3-none-any.whl", hash = "sha256:c4fdf4019605b6e5423637e01bc9fe4daef873709a7973e195ceba0a62bbc844"},
@@ -1985,6 +2411,59 @@ werkzeug = [
     {file = "Werkzeug-2.0.2-py3-none-any.whl", hash = "sha256:63d3dc1cf60e7b7e35e97fa9861f7397283b75d765afcaefd993d6046899de8f"},
     {file = "Werkzeug-2.0.2.tar.gz", hash = "sha256:aa2bb6fc8dee8d6c504c0ac1e7f5f7dc5810a9903e793b6f715a9f015bdadb9a"},
 ]
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+    {file = "wrapt-1.13.3-cp27-cp27mu-manylinux1_x86_64.whl", hash = "sha256:87883690cae293541e08ba2da22cacaae0a092e0ed56bbba8d018cc486fbafbb"},
+    {file = "wrapt-1.13.3-cp27-cp27mu-manylinux2010_i686.whl", hash = "sha256:f99c0489258086308aad4ae57da9e8ecf9e1f3f30fa35d5e170b4d4896554d80"},
+    {file = "wrapt-1.13.3-cp27-cp27mu-manylinux2010_x86_64.whl", hash = "sha256:6a03d9917aee887690aa3f1747ce634e610f6db6f6b332b35c2dd89412912bca"},
+    {file = "wrapt-1.13.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:936503cb0a6ed28dbfa87e8fcd0a56458822144e9d11a49ccee6d9a8adb2ac44"},
+    {file = "wrapt-1.13.3-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:f9c51d9af9abb899bd34ace878fbec8bf357b3194a10c4e8e0a25512826ef056"},
+    {file = "wrapt-1.13.3-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:220a869982ea9023e163ba915077816ca439489de6d2c09089b219f4e11b6785"},
+    {file = "wrapt-1.13.3-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:0877fe981fd76b183711d767500e6b3111378ed2043c145e21816ee589d91096"},
+    {file = "wrapt-1.13.3-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:43e69ffe47e3609a6aec0fe723001c60c65305784d964f5007d5b4fb1bc6bf33"},
+    {file = "wrapt-1.13.3-cp310-cp310-win32.whl", hash = "sha256:78dea98c81915bbf510eb6a3c9c24915e4660302937b9ae05a0947164248020f"},
+    {file = "wrapt-1.13.3-cp310-cp310-win_amd64.whl", hash = "sha256:ea3e746e29d4000cd98d572f3ee2a6050a4f784bb536f4ac1f035987fc1ed83e"},
+    {file = "wrapt-1.13.3-cp35-cp35m-manylinux1_i686.whl", hash = "sha256:8c73c1a2ec7c98d7eaded149f6d225a692caa1bd7b2401a14125446e9e90410d"},
+    {file = "wrapt-1.13.3-cp35-cp35m-manylinux1_x86_64.whl", hash = "sha256:086218a72ec7d986a3eddb7707c8c4526d677c7b35e355875a0fe2918b059179"},
+    {file = "wrapt-1.13.3-cp35-cp35m-manylinux2010_i686.whl", hash = "sha256:e92d0d4fa68ea0c02d39f1e2f9cb5bc4b4a71e8c442207433d8db47ee79d7aa3"},
+    {file = "wrapt-1.13.3-cp35-cp35m-manylinux2010_x86_64.whl", hash = "sha256:d4a5f6146cfa5c7ba0134249665acd322a70d1ea61732723c7d3e8cc0fa80755"},
+    {file = "wrapt-1.13.3-cp35-cp35m-win32.whl", hash = "sha256:8aab36778fa9bba1a8f06a4919556f9f8c7b33102bd71b3ab307bb3fecb21851"},
+    {file = "wrapt-1.13.3-cp35-cp35m-win_amd64.whl", hash = "sha256:944b180f61f5e36c0634d3202ba8509b986b5fbaf57db3e94df11abee244ba13"},
+    {file = "wrapt-1.13.3-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:2ebdde19cd3c8cdf8df3fc165bc7827334bc4e353465048b36f7deeae8ee0918"},
+    {file = "wrapt-1.13.3-cp36-cp36m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:610f5f83dd1e0ad40254c306f4764fcdc846641f120c3cf424ff57a19d5f7ade"},
+    {file = "wrapt-1.13.3-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:5601f44a0f38fed36cc07db004f0eedeaadbdcec90e4e90509480e7e6060a5bc"},
+    {file = "wrapt-1.13.3-cp36-cp36m-musllinux_1_1_i686.whl", hash = "sha256:e6906d6f48437dfd80464f7d7af1740eadc572b9f7a4301e7dd3d65db285cacf"},
+    {file = "wrapt-1.13.3-cp36-cp36m-musllinux_1_1_x86_64.whl", hash = "sha256:766b32c762e07e26f50d8a3468e3b4228b3736c805018e4b0ec8cc01ecd88125"},
+    {file = "wrapt-1.13.3-cp36-cp36m-win32.whl", hash = "sha256:5f223101f21cfd41deec8ce3889dc59f88a59b409db028c469c9b20cfeefbe36"},
+    {file = "wrapt-1.13.3-cp36-cp36m-win_amd64.whl", hash = "sha256:f122ccd12fdc69628786d0c947bdd9cb2733be8f800d88b5a37c57f1f1d73c10"},
+    {file = "wrapt-1.13.3-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:46f7f3af321a573fc0c3586612db4decb7eb37172af1bc6173d81f5b66c2e068"},
+    {file = "wrapt-1.13.3-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:778fd096ee96890c10ce96187c76b3e99b2da44e08c9e24d5652f356873f6709"},
+    {file = "wrapt-1.13.3-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:0cb23d36ed03bf46b894cfec777eec754146d68429c30431c99ef28482b5c1df"},
+    {file = "wrapt-1.13.3-cp37-cp37m-musllinux_1_1_i686.whl", hash = "sha256:96b81ae75591a795d8c90edc0bfaab44d3d41ffc1aae4d994c5aa21d9b8e19a2"},
+    {file = "wrapt-1.13.3-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:7dd215e4e8514004c8d810a73e342c536547038fb130205ec4bba9f5de35d45b"},
+    {file = "wrapt-1.13.3-cp37-cp37m-win32.whl", hash = "sha256:47f0a183743e7f71f29e4e21574ad3fa95676136f45b91afcf83f6a050914829"},
+    {file = "wrapt-1.13.3-cp37-cp37m-win_amd64.whl", hash = "sha256:fd76c47f20984b43d93de9a82011bb6e5f8325df6c9ed4d8310029a55fa361ea"},
+    {file = "wrapt-1.13.3-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:b73d4b78807bd299b38e4598b8e7bd34ed55d480160d2e7fdaabd9931afa65f9"},
+    {file = "wrapt-1.13.3-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:ec9465dd69d5657b5d2fa6133b3e1e989ae27d29471a672416fd729b429eb554"},
+    {file = "wrapt-1.13.3-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:dd91006848eb55af2159375134d724032a2d1d13bcc6f81cd8d3ed9f2b8e846c"},
+    {file = "wrapt-1.13.3-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:ae9de71eb60940e58207f8e71fe113c639da42adb02fb2bcbcaccc1ccecd092b"},
+    {file = "wrapt-1.13.3-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:51799ca950cfee9396a87f4a1240622ac38973b6df5ef7a41e7f0b98797099ce"},
+    {file = "wrapt-1.13.3-cp38-cp38-win32.whl", hash = "sha256:4b9c458732450ec42578b5642ac53e312092acf8c0bfce140ada5ca1ac556f79"},
+    {file = "wrapt-1.13.3-cp38-cp38-win_amd64.whl", hash = "sha256:7dde79d007cd6dfa65afe404766057c2409316135cb892be4b1c768e3f3a11cb"},
+    {file = "wrapt-1.13.3-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:981da26722bebb9247a0601e2922cedf8bb7a600e89c852d063313102de6f2cb"},
+    {file = "wrapt-1.13.3-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:705e2af1f7be4707e49ced9153f8d72131090e52be9278b5dbb1498c749a1e32"},
+    {file = "wrapt-1.13.3-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:25b1b1d5df495d82be1c9d2fad408f7ce5ca8a38085e2da41bb63c914baadff7"},
+    {file = "wrapt-1.13.3-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:77416e6b17926d953b5c666a3cb718d5945df63ecf922af0ee576206d7033b5e"},
+    {file = "wrapt-1.13.3-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:865c0b50003616f05858b22174c40ffc27a38e67359fa1495605f96125f76640"},
+    {file = "wrapt-1.13.3-cp39-cp39-win32.whl", hash = "sha256:0a017a667d1f7411816e4bf214646d0ad5b1da2c1ea13dec6c162736ff25a374"},
+    {file = "wrapt-1.13.3-cp39-cp39-win_amd64.whl", hash = "sha256:81bd7c90d28a4b2e1df135bfbd7c23aee3050078ca6441bead44c42483f9ebfb"},
+    {file = "wrapt-1.13.3.tar.gz", hash = "sha256:1fea9cd438686e6682271d36f3481a9f3636195578bab9ca3382e2f5f01fc185"},
+]
 xlrd = [
     {file = "xlrd-2.0.1-py2.py3-none-any.whl", hash = "sha256:6a33ee89877bd9abc1158129f6e94be74e2679636b8a205b43b85206c3f0bbdd"},
     {file = "xlrd-2.0.1.tar.gz", hash = "sha256:f72f148f54442c6b056bf931dbc34f986fd0c3b0b6b5a58d013c9aef274d0c88"},
diff --git a/pyproject.toml b/pyproject.toml
index 475cee0f..df088541 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "datapipe"
-version = "0.10.1"
+version = "0.11.0-alpha.1"
 description = ""
 authors = ["Andrey Tatarinov <a@tatarinov.co>"]
 
@@ -8,8 +8,9 @@ exclude=["tests", "examples"]
 
 [tool.poetry.dependencies]
 python = "^3.8"
-fsspec = "==2021.5.0"
-gcsfs = "==2021.5.0"
+fsspec = "==2021.11.1"
+gcsfs = "==2021.11.1"
+s3fs = "==2021.11.1"
 
 pandas = "^1.2.0"
 numpy = "^1.21.0"
@@ -24,6 +25,12 @@ click = ">=7.1.2"
 requests = ">=2.24.0"
 iteration-utilities = ">=0.11.0"
 plyvel = ">=1.3.0"
+cityhash = "^0.2.3"
+
+opentelemetry-api = "^1.8.0"
+opentelemetry-sdk = "^1.8.0"
+opentelemetry-instrumentation-sqlalchemy = "^0.27b0"
+opentelemetry-exporter-jaeger = "^1.8.0"
 
 xlrd = {version=">=2.0.1", optional=true}
 openpyxl = {version=">=3.0.7", optional=true}
@@ -31,7 +38,6 @@ openpyxl = {version=">=3.0.7", optional=true}
 dash = {version="==1.20.*", optional=true}
 dash_bootstrap_components = {version="== 0.12.*", optional=true}
 dash_interactive_graphviz = {version="==0.3.*", optional=true}
-cityhash = "^0.2.3"
 
 [tool.poetry.extras]
 


Test patch:
diff --git a/.github/workflows/pytest.yaml b/.github/workflows/pytest.yaml
index 1888f2cd..ac94cf02 100644
--- a/.github/workflows/pytest.yaml
+++ b/.github/workflows/pytest.yaml
@@ -42,7 +42,7 @@ jobs:
 
     - name: Lint with mypy
       run: |
-        poetry run mypy -p datapipe --ignore-missing-imports --follow-imports=silent
+        poetry run mypy -p datapipe --ignore-missing-imports --follow-imports=silent --namespace-packages
 
   test:
     # needs: lint
diff --git a/tests/conftest.py b/tests/conftest.py
index 258fc1d8..a0ce1357 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -6,7 +6,7 @@
 import pandas as pd
 from sqlalchemy import create_engine
 
-from datapipe.store.database import DBConn
+from datapipe.store.database import DBConn, dbconn_transaction
 
 
 @pytest.fixture
@@ -42,7 +42,7 @@ def assert_df_equal(a: pd.DataFrame, b: pd.DataFrame) -> bool:
 
 
 @pytest.fixture
-def dbconn():
+def dbconn_no_transaction():
     if os.environ.get('TEST_DB_ENV') == 'postgres':
         pg_host = os.getenv("POSTGRES_HOST", "localhost")
         pg_port = os.getenv("POSTGRES_PORT", "5432")
@@ -62,9 +62,18 @@ def dbconn():
 
         eng.execute(f'CREATE SCHEMA {DB_TEST_SCHEMA}')
 
-        yield DBConn(DBCONNSTR, DB_TEST_SCHEMA)
+        dbconn = DBConn(DBCONNSTR, DB_TEST_SCHEMA)
 
+    else:
+        dbconn = DBConn(DBCONNSTR, DB_TEST_SCHEMA)
+
+    yield dbconn
+
+    if DB_TEST_SCHEMA:
         eng.execute(f'DROP SCHEMA {DB_TEST_SCHEMA} CASCADE')
 
-    else:
-        yield DBConn(DBCONNSTR, DB_TEST_SCHEMA)
+
+@pytest.fixture
+def dbconn(dbconn_no_transaction):
+    with dbconn_transaction([dbconn_no_transaction]):
+        yield dbconn_no_transaction
\ No newline at end of file
diff --git a/tests/test_chunked_processing_pipeline.py b/tests/test_chunked_processing_pipeline.py
index e954a0a4..3d869110 100644
--- a/tests/test_chunked_processing_pipeline.py
+++ b/tests/test_chunked_processing_pipeline.py
@@ -2,15 +2,33 @@
 import numpy as np
 import pandas as pd
 
+from sqlalchemy import Column
+from sqlalchemy.sql.sqltypes import Integer
+
 from datapipe.datatable import DataStore
 from datapipe.compute import build_compute, run_steps
 from datapipe.store.pandas import TableStoreJsonLine
+from datapipe.store.database import TableStoreDB
 from datapipe.compute import Catalog, Pipeline, Table
 from datapipe.core_steps import BatchTransform, UpdateExternalTable
 
+from .util import assert_datatable_equal
+
 
 CHUNK_SIZE = 100
 
+TEST_SCHEMA = [
+    Column('id', Integer, primary_key=True),
+    Column('a', Integer),
+]
+
+TEST_DF = pd.DataFrame(
+    {
+        'id': range(10),
+        'a': range(10),
+    },
+)
+
 
 def test_table_store_json_line_reading(tmp_dir, dbconn):
     def conversion(df):
@@ -54,3 +72,61 @@ def conversion(df):
     assert len(df_transformed) == 2 * CHUNK_SIZE
     assert all(df_transformed["y"].values == (df_transformed["x"].values ** 2))
     assert len(set(df_transformed["x"].values).symmetric_difference(set(x))) == 0
+
+
+def test_transform_with_many_input_and_output_tables(tmp_dir, dbconn):
+    ds = DataStore(dbconn)
+    catalog = Catalog({
+        "inp1": Table(
+            store=TableStoreDB(
+                dbconn,
+                'inp1_data',
+                TEST_SCHEMA
+            )
+        ),
+        "inp2": Table(
+            store=TableStoreDB(
+                dbconn,
+                'inp2_data',
+                TEST_SCHEMA
+            )
+        ),
+        "out1": Table(
+            store=TableStoreDB(
+                dbconn,
+                'out1_data',
+                TEST_SCHEMA
+            )
+        ),
+        "out2": Table(
+            store=TableStoreDB(
+                dbconn,
+                'out2_data',
+                TEST_SCHEMA
+            )
+        ),
+    })
+
+    def transform(df1, df2):
+        return df1, df2
+
+    pipeline = Pipeline([
+        BatchTransform(
+            transform,
+            inputs=["inp1", "inp2"],
+            outputs=["out1", "out2"],
+            chunk_size=CHUNK_SIZE,
+        ),
+    ])
+
+    catalog.get_datatable(ds, 'inp1').store_chunk(TEST_DF)
+    catalog.get_datatable(ds, 'inp2').store_chunk(TEST_DF)
+
+    steps = build_compute(ds, catalog, pipeline)
+    run_steps(ds, steps)
+
+    out1 = catalog.get_datatable(ds, 'out1')
+    out2 = catalog.get_datatable(ds, 'out2')
+
+    assert_datatable_equal(out1, TEST_DF)
+    assert_datatable_equal(out2, TEST_DF)
diff --git a/tests/test_external_table_updater_filter_meta.py b/tests/test_external_table_updater_filter_meta.py
index bd1208d0..02583b81 100644
--- a/tests/test_external_table_updater_filter_meta.py
+++ b/tests/test_external_table_updater_filter_meta.py
@@ -11,7 +11,6 @@
 
 
 def test_external_table_updater_filter(dbconn: DBConn):
-    meta_dbconn = DBConn(dbconn.connstr, dbconn.schema)
     test_store = TableStoreDB(
         dbconn=dbconn,
         name="test_data",
@@ -35,7 +34,7 @@ def test_external_table_updater_filter(dbconn: DBConn):
             output="test"
         )
     ])
-    ds = DataStore(meta_dbconn)
+    ds = DataStore(dbconn)
 
     test_store.insert_rows(df_test)
 
diff --git a/tests/test_image_pipeline.py b/tests/test_image_pipeline.py
index 00cfbb99..7840c2cf 100644
--- a/tests/test_image_pipeline.py
+++ b/tests/test_image_pipeline.py
@@ -73,7 +73,7 @@ def test_image_datatables(dbconn, tmp_dir):
     assert len(list(tmp_dir.glob('tbl2/*.png'))) == 10
 
 
-def test_image_pipeline(dbconn, tmp_dir):
+def test_image_pipeline(dbconn_no_transaction, tmp_dir):
     catalog = Catalog({
         'tbl1': Table(
             store=TableStoreFiledir(
@@ -104,7 +104,7 @@ def test_image_pipeline(dbconn, tmp_dir):
     assert len(list(tmp_dir.glob('tbl1/*.png'))) == 0
     assert len(list(tmp_dir.glob('tbl2/*.png'))) == 0
 
-    ds = DataStore(dbconn)
+    ds = DataStore(dbconn_no_transaction)
     run_pipeline(ds, catalog, pipeline)
 
     assert len(list(tmp_dir.glob('tbl1/*.png'))) == 10