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authorErik Johnston <erik@matrix.org>2019-12-13 10:55:33 +0000
committerErik Johnston <erik@matrix.org>2019-12-13 10:55:33 +0000
commitbee1982d177234d92d06c352a303653eee9c1e98 (patch)
treea81fb4a2dc8bd176282ef33a26d04a9d52d4e3fd /synapse/storage/database.py
parentUpdate workers.md to make media_repository work (again) (#6519) (diff)
parentMore rewording of changelog. (diff)
downloadsynapse-bee1982d177234d92d06c352a303653eee9c1e98.tar.xz
Merge tag 'v1.7.0'
Synapse 1.7.0 (2019-12-13)
==========================

This release changes the default settings so that only local authenticated users can query the server's room directory. See the [upgrade notes](UPGRADE.rst#upgrading-to-v170) for details.

Support for SQLite versions before 3.11 is now deprecated. A future release will refuse to start if used with an SQLite version before 3.11.

Administrators are reminded that SQLite should not be used for production instances. Instructions for migrating to Postgres are available [here](docs/postgres.md). A future release of synapse will, by default, disable federation for servers using SQLite.

No significant changes since 1.7.0rc2.

Synapse 1.7.0rc2 (2019-12-11)
=============================

Bugfixes
--------

- Fix incorrect error message for invalid requests when setting user's avatar URL. ([\#6497](https://github.com/matrix-org/synapse/issues/6497))
- Fix support for SQLite 3.7. ([\#6499](https://github.com/matrix-org/synapse/issues/6499))
- Fix regression where sending email push would not work when using a pusher worker. ([\#6507](https://github.com/matrix-org/synapse/issues/6507), [\#6509](https://github.com/matrix-org/synapse/issues/6509))

Synapse 1.7.0rc1 (2019-12-09)
=============================

Features
--------

- Implement per-room message retention policies. ([\#5815](https://github.com/matrix-org/synapse/issues/5815), [\#6436](https://github.com/matrix-org/synapse/issues/6436))
- Add etag and count fields to key backup endpoints to help clients guess if there are new keys. ([\#5858](https://github.com/matrix-org/synapse/issues/5858))
- Add `/admin/v2/users` endpoint with pagination. Contributed by Awesome Technologies Innovationslabor GmbH. ([\#5925](https://github.com/matrix-org/synapse/issues/5925))
- Require User-Interactive Authentication for `/account/3pid/add`, meaning the user's password will be required to add a third-party ID to their account. ([\#6119](https://github.com/matrix-org/synapse/issues/6119))
- Implement the `/_matrix/federation/unstable/net.atleastfornow/state/<context>` API as drafted in MSC2314. ([\#6176](https://github.com/matrix-org/synapse/issues/6176))
- Configure privacy-preserving settings by default for the room directory. ([\#6355](https://github.com/matrix-org/synapse/issues/6355))
- Add ephemeral messages support by partially implementing [MSC2228](https://github.com/matrix-org/matrix-doc/pull/2228). ([\#6409](https://github.com/matrix-org/synapse/issues/6409))
- Add support for [MSC 2367](https://github.com/matrix-org/matrix-doc/pull/2367), which allows specifying a reason on all membership events. ([\#6434](https://github.com/matrix-org/synapse/issues/6434))

Bugfixes
--------

- Transfer non-standard power levels on room upgrade. ([\#6237](https://github.com/matrix-org/synapse/issues/6237))
- Fix error from the Pillow library when uploading RGBA images. ([\#6241](https://github.com/matrix-org/synapse/issues/6241))
- Correctly apply the event filter to the `state`, `events_before` and `events_after` fields in the response to `/context` requests. ([\#6329](https://github.com/matrix-org/synapse/issues/6329))
- Fix caching devices for remote users when using workers, so that we don't attempt to refetch (and potentially fail) each time a user requests devices. ([\#6332](https://github.com/matrix-org/synapse/issues/6332))
- Prevent account data syncs getting lost across TCP replication. ([\#6333](https://github.com/matrix-org/synapse/issues/6333))
- Fix bug: TypeError in `register_user()` while using LDAP auth module. ([\#6406](https://github.com/matrix-org/synapse/issues/6406))
- Fix an intermittent exception when handling read-receipts. ([\#6408](https://github.com/matrix-org/synapse/issues/6408))
- Fix broken guest registration when there are existing blocks of numeric user IDs. ([\#6420](https://github.com/matrix-org/synapse/issues/6420))
- Fix startup error when http proxy is defined. ([\#6421](https://github.com/matrix-org/synapse/issues/6421))
- Fix error when using synapse_port_db on a vanilla synapse db. ([\#6449](https://github.com/matrix-org/synapse/issues/6449))
- Fix uploading multiple cross signing signatures for the same user. ([\#6451](https://github.com/matrix-org/synapse/issues/6451))
- Fix bug which lead to exceptions being thrown in a loop when a cross-signed device is deleted. ([\#6462](https://github.com/matrix-org/synapse/issues/6462))
- Fix `synapse_port_db` not exiting with a 0 code if something went wrong during the port process. ([\#6470](https://github.com/matrix-org/synapse/issues/6470))
- Improve sanity-checking when receiving events over federation. ([\#6472](https://github.com/matrix-org/synapse/issues/6472))
- Fix inaccurate per-block Prometheus metrics. ([\#6491](https://github.com/matrix-org/synapse/issues/6491))
- Fix small performance regression for sending invites. ([\#6493](https://github.com/matrix-org/synapse/issues/6493))
- Back out cross-signing code added in Synapse 1.5.0, which caused a performance regression. ([\#6494](https://github.com/matrix-org/synapse/issues/6494))

Improved Documentation
----------------------

- Update documentation and variables in user contributed systemd reference file. ([\#6369](https://github.com/matrix-org/synapse/issues/6369), [\#6490](https://github.com/matrix-org/synapse/issues/6490))
- Fix link in the user directory documentation. ([\#6388](https://github.com/matrix-org/synapse/issues/6388))
- Add build instructions to the docker readme. ([\#6390](https://github.com/matrix-org/synapse/issues/6390))
- Switch Ubuntu package install recommendation to use python3 packages in INSTALL.md. ([\#6443](https://github.com/matrix-org/synapse/issues/6443))
- Write some docs for the quarantine_media api. ([\#6458](https://github.com/matrix-org/synapse/issues/6458))
- Convert CONTRIBUTING.rst to markdown (among other small fixes). ([\#6461](https://github.com/matrix-org/synapse/issues/6461))

Deprecations and Removals
-------------------------

- Remove admin/v1/users_paginate endpoint. Contributed by Awesome Technologies Innovationslabor GmbH. ([\#5925](https://github.com/matrix-org/synapse/issues/5925))
- Remove fallback for federation with old servers which lack the /federation/v1/state_ids API. ([\#6488](https://github.com/matrix-org/synapse/issues/6488))

Internal Changes
----------------

- Add benchmarks for structured logging and improve output performance. ([\#6266](https://github.com/matrix-org/synapse/issues/6266))
- Improve the performance of outputting structured logging. ([\#6322](https://github.com/matrix-org/synapse/issues/6322))
- Refactor some code in the event authentication path for clarity. ([\#6343](https://github.com/matrix-org/synapse/issues/6343), [\#6468](https://github.com/matrix-org/synapse/issues/6468), [\#6480](https://github.com/matrix-org/synapse/issues/6480))
- Clean up some unnecessary quotation marks around the codebase. ([\#6362](https://github.com/matrix-org/synapse/issues/6362))
- Complain on startup instead of 500'ing during runtime when `public_baseurl` isn't set when necessary. ([\#6379](https://github.com/matrix-org/synapse/issues/6379))
- Add a test scenario to make sure room history purges don't break `/messages` in the future. ([\#6392](https://github.com/matrix-org/synapse/issues/6392))
- Clarifications for the email configuration settings. ([\#6423](https://github.com/matrix-org/synapse/issues/6423))
- Add more tests to the blacklist when running in worker mode. ([\#6429](https://github.com/matrix-org/synapse/issues/6429))
- Refactor data store layer to support multiple databases in the future. ([\#6454](https://github.com/matrix-org/synapse/issues/6454), [\#6464](https://github.com/matrix-org/synapse/issues/6464), [\#6469](https://github.com/matrix-org/synapse/issues/6469), [\#6487](https://github.com/matrix-org/synapse/issues/6487))
- Port synapse.rest.client.v1 to async/await. ([\#6482](https://github.com/matrix-org/synapse/issues/6482))
- Port synapse.rest.client.v2_alpha to async/await. ([\#6483](https://github.com/matrix-org/synapse/issues/6483))
- Port SyncHandler to async/await. ([\#6484](https://github.com/matrix-org/synapse/issues/6484))
Diffstat (limited to 'synapse/storage/database.py')
-rw-r--r--synapse/storage/database.py1490
1 files changed, 1490 insertions, 0 deletions
diff --git a/synapse/storage/database.py b/synapse/storage/database.py
new file mode 100644
index 0000000000..ec19ae1d9d
--- /dev/null
+++ b/synapse/storage/database.py
@@ -0,0 +1,1490 @@
+# -*- coding: utf-8 -*-
+# Copyright 2014-2016 OpenMarket Ltd
+# Copyright 2017-2018 New Vector Ltd
+# Copyright 2019 The Matrix.org Foundation C.I.C.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+import logging
+import sys
+import time
+from typing import Iterable, Tuple
+
+from six import iteritems, iterkeys, itervalues
+from six.moves import intern, range
+
+from prometheus_client import Histogram
+
+from twisted.internet import defer
+
+from synapse.api.errors import StoreError
+from synapse.logging.context import LoggingContext, make_deferred_yieldable
+from synapse.metrics.background_process_metrics import run_as_background_process
+from synapse.storage.background_updates import BackgroundUpdater
+from synapse.storage.engines import PostgresEngine, Sqlite3Engine
+from synapse.util.stringutils import exception_to_unicode
+
+# import a function which will return a monotonic time, in seconds
+try:
+    # on python 3, use time.monotonic, since time.clock can go backwards
+    from time import monotonic as monotonic_time
+except ImportError:
+    # ... but python 2 doesn't have it
+    from time import clock as monotonic_time
+
+logger = logging.getLogger(__name__)
+
+try:
+    MAX_TXN_ID = sys.maxint - 1
+except AttributeError:
+    # python 3 does not have a maximum int value
+    MAX_TXN_ID = 2 ** 63 - 1
+
+sql_logger = logging.getLogger("synapse.storage.SQL")
+transaction_logger = logging.getLogger("synapse.storage.txn")
+perf_logger = logging.getLogger("synapse.storage.TIME")
+
+sql_scheduling_timer = Histogram("synapse_storage_schedule_time", "sec")
+
+sql_query_timer = Histogram("synapse_storage_query_time", "sec", ["verb"])
+sql_txn_timer = Histogram("synapse_storage_transaction_time", "sec", ["desc"])
+
+
+# Unique indexes which have been added in background updates. Maps from table name
+# to the name of the background update which added the unique index to that table.
+#
+# This is used by the upsert logic to figure out which tables are safe to do a proper
+# UPSERT on: until the relevant background update has completed, we
+# have to emulate an upsert by locking the table.
+#
+UNIQUE_INDEX_BACKGROUND_UPDATES = {
+    "user_ips": "user_ips_device_unique_index",
+    "device_lists_remote_extremeties": "device_lists_remote_extremeties_unique_idx",
+    "device_lists_remote_cache": "device_lists_remote_cache_unique_idx",
+    "event_search": "event_search_event_id_idx",
+}
+
+
+class LoggingTransaction(object):
+    """An object that almost-transparently proxies for the 'txn' object
+    passed to the constructor. Adds logging and metrics to the .execute()
+    method.
+
+    Args:
+        txn: The database transcation object to wrap.
+        name (str): The name of this transactions for logging.
+        database_engine (Sqlite3Engine|PostgresEngine)
+        after_callbacks(list|None): A list that callbacks will be appended to
+            that have been added by `call_after` which should be run on
+            successful completion of the transaction. None indicates that no
+            callbacks should be allowed to be scheduled to run.
+        exception_callbacks(list|None): A list that callbacks will be appended
+            to that have been added by `call_on_exception` which should be run
+            if transaction ends with an error. None indicates that no callbacks
+            should be allowed to be scheduled to run.
+    """
+
+    __slots__ = [
+        "txn",
+        "name",
+        "database_engine",
+        "after_callbacks",
+        "exception_callbacks",
+    ]
+
+    def __init__(
+        self, txn, name, database_engine, after_callbacks=None, exception_callbacks=None
+    ):
+        object.__setattr__(self, "txn", txn)
+        object.__setattr__(self, "name", name)
+        object.__setattr__(self, "database_engine", database_engine)
+        object.__setattr__(self, "after_callbacks", after_callbacks)
+        object.__setattr__(self, "exception_callbacks", exception_callbacks)
+
+    def call_after(self, callback, *args, **kwargs):
+        """Call the given callback on the main twisted thread after the
+        transaction has finished. Used to invalidate the caches on the
+        correct thread.
+        """
+        self.after_callbacks.append((callback, args, kwargs))
+
+    def call_on_exception(self, callback, *args, **kwargs):
+        self.exception_callbacks.append((callback, args, kwargs))
+
+    def __getattr__(self, name):
+        return getattr(self.txn, name)
+
+    def __setattr__(self, name, value):
+        setattr(self.txn, name, value)
+
+    def __iter__(self):
+        return self.txn.__iter__()
+
+    def execute_batch(self, sql, args):
+        if isinstance(self.database_engine, PostgresEngine):
+            from psycopg2.extras import execute_batch
+
+            self._do_execute(lambda *x: execute_batch(self.txn, *x), sql, args)
+        else:
+            for val in args:
+                self.execute(sql, val)
+
+    def execute(self, sql, *args):
+        self._do_execute(self.txn.execute, sql, *args)
+
+    def executemany(self, sql, *args):
+        self._do_execute(self.txn.executemany, sql, *args)
+
+    def _make_sql_one_line(self, sql):
+        "Strip newlines out of SQL so that the loggers in the DB are on one line"
+        return " ".join(l.strip() for l in sql.splitlines() if l.strip())
+
+    def _do_execute(self, func, sql, *args):
+        sql = self._make_sql_one_line(sql)
+
+        # TODO(paul): Maybe use 'info' and 'debug' for values?
+        sql_logger.debug("[SQL] {%s} %s", self.name, sql)
+
+        sql = self.database_engine.convert_param_style(sql)
+        if args:
+            try:
+                sql_logger.debug("[SQL values] {%s} %r", self.name, args[0])
+            except Exception:
+                # Don't let logging failures stop SQL from working
+                pass
+
+        start = time.time()
+
+        try:
+            return func(sql, *args)
+        except Exception as e:
+            logger.debug("[SQL FAIL] {%s} %s", self.name, e)
+            raise
+        finally:
+            secs = time.time() - start
+            sql_logger.debug("[SQL time] {%s} %f sec", self.name, secs)
+            sql_query_timer.labels(sql.split()[0]).observe(secs)
+
+
+class PerformanceCounters(object):
+    def __init__(self):
+        self.current_counters = {}
+        self.previous_counters = {}
+
+    def update(self, key, duration_secs):
+        count, cum_time = self.current_counters.get(key, (0, 0))
+        count += 1
+        cum_time += duration_secs
+        self.current_counters[key] = (count, cum_time)
+
+    def interval(self, interval_duration_secs, limit=3):
+        counters = []
+        for name, (count, cum_time) in iteritems(self.current_counters):
+            prev_count, prev_time = self.previous_counters.get(name, (0, 0))
+            counters.append(
+                (
+                    (cum_time - prev_time) / interval_duration_secs,
+                    count - prev_count,
+                    name,
+                )
+            )
+
+        self.previous_counters = dict(self.current_counters)
+
+        counters.sort(reverse=True)
+
+        top_n_counters = ", ".join(
+            "%s(%d): %.3f%%" % (name, count, 100 * ratio)
+            for ratio, count, name in counters[:limit]
+        )
+
+        return top_n_counters
+
+
+class Database(object):
+    """Wraps a single physical database and connection pool.
+
+    A single database may be used by multiple data stores.
+    """
+
+    _TXN_ID = 0
+
+    def __init__(self, hs):
+        self.hs = hs
+        self._clock = hs.get_clock()
+        self._db_pool = hs.get_db_pool()
+
+        self.updates = BackgroundUpdater(hs, self)
+
+        self._previous_txn_total_time = 0
+        self._current_txn_total_time = 0
+        self._previous_loop_ts = 0
+
+        # TODO(paul): These can eventually be removed once the metrics code
+        #   is running in mainline, and we have some nice monitoring frontends
+        #   to watch it
+        self._txn_perf_counters = PerformanceCounters()
+
+        self.engine = hs.database_engine
+
+        # A set of tables that are not safe to use native upserts in.
+        self._unsafe_to_upsert_tables = set(UNIQUE_INDEX_BACKGROUND_UPDATES.keys())
+
+        # We add the user_directory_search table to the blacklist on SQLite
+        # because the existing search table does not have an index, making it
+        # unsafe to use native upserts.
+        if isinstance(self.engine, Sqlite3Engine):
+            self._unsafe_to_upsert_tables.add("user_directory_search")
+
+        if self.engine.can_native_upsert:
+            # Check ASAP (and then later, every 1s) to see if we have finished
+            # background updates of tables that aren't safe to update.
+            self._clock.call_later(
+                0.0,
+                run_as_background_process,
+                "upsert_safety_check",
+                self._check_safe_to_upsert,
+            )
+
+    @defer.inlineCallbacks
+    def _check_safe_to_upsert(self):
+        """
+        Is it safe to use native UPSERT?
+
+        If there are background updates, we will need to wait, as they may be
+        the addition of indexes that set the UNIQUE constraint that we require.
+
+        If the background updates have not completed, wait 15 sec and check again.
+        """
+        updates = yield self.simple_select_list(
+            "background_updates",
+            keyvalues=None,
+            retcols=["update_name"],
+            desc="check_background_updates",
+        )
+        updates = [x["update_name"] for x in updates]
+
+        for table, update_name in UNIQUE_INDEX_BACKGROUND_UPDATES.items():
+            if update_name not in updates:
+                logger.debug("Now safe to upsert in %s", table)
+                self._unsafe_to_upsert_tables.discard(table)
+
+        # If there's any updates still running, reschedule to run.
+        if updates:
+            self._clock.call_later(
+                15.0,
+                run_as_background_process,
+                "upsert_safety_check",
+                self._check_safe_to_upsert,
+            )
+
+    def start_profiling(self):
+        self._previous_loop_ts = monotonic_time()
+
+        def loop():
+            curr = self._current_txn_total_time
+            prev = self._previous_txn_total_time
+            self._previous_txn_total_time = curr
+
+            time_now = monotonic_time()
+            time_then = self._previous_loop_ts
+            self._previous_loop_ts = time_now
+
+            duration = time_now - time_then
+            ratio = (curr - prev) / duration
+
+            top_three_counters = self._txn_perf_counters.interval(duration, limit=3)
+
+            perf_logger.info(
+                "Total database time: %.3f%% {%s}", ratio * 100, top_three_counters
+            )
+
+        self._clock.looping_call(loop, 10000)
+
+    def new_transaction(
+        self, conn, desc, after_callbacks, exception_callbacks, func, *args, **kwargs
+    ):
+        start = monotonic_time()
+        txn_id = self._TXN_ID
+
+        # We don't really need these to be unique, so lets stop it from
+        # growing really large.
+        self._TXN_ID = (self._TXN_ID + 1) % (MAX_TXN_ID)
+
+        name = "%s-%x" % (desc, txn_id)
+
+        transaction_logger.debug("[TXN START] {%s}", name)
+
+        try:
+            i = 0
+            N = 5
+            while True:
+                cursor = LoggingTransaction(
+                    conn.cursor(),
+                    name,
+                    self.engine,
+                    after_callbacks,
+                    exception_callbacks,
+                )
+                try:
+                    r = func(cursor, *args, **kwargs)
+                    conn.commit()
+                    return r
+                except self.engine.module.OperationalError as e:
+                    # This can happen if the database disappears mid
+                    # transaction.
+                    logger.warning(
+                        "[TXN OPERROR] {%s} %s %d/%d",
+                        name,
+                        exception_to_unicode(e),
+                        i,
+                        N,
+                    )
+                    if i < N:
+                        i += 1
+                        try:
+                            conn.rollback()
+                        except self.engine.module.Error as e1:
+                            logger.warning(
+                                "[TXN EROLL] {%s} %s", name, exception_to_unicode(e1)
+                            )
+                        continue
+                    raise
+                except self.engine.module.DatabaseError as e:
+                    if self.engine.is_deadlock(e):
+                        logger.warning("[TXN DEADLOCK] {%s} %d/%d", name, i, N)
+                        if i < N:
+                            i += 1
+                            try:
+                                conn.rollback()
+                            except self.engine.module.Error as e1:
+                                logger.warning(
+                                    "[TXN EROLL] {%s} %s",
+                                    name,
+                                    exception_to_unicode(e1),
+                                )
+                            continue
+                    raise
+                finally:
+                    # we're either about to retry with a new cursor, or we're about to
+                    # release the connection. Once we release the connection, it could
+                    # get used for another query, which might do a conn.rollback().
+                    #
+                    # In the latter case, even though that probably wouldn't affect the
+                    # results of this transaction, python's sqlite will reset all
+                    # statements on the connection [1], which will make our cursor
+                    # invalid [2].
+                    #
+                    # In any case, continuing to read rows after commit()ing seems
+                    # dubious from the PoV of ACID transactional semantics
+                    # (sqlite explicitly says that once you commit, you may see rows
+                    # from subsequent updates.)
+                    #
+                    # In psycopg2, cursors are essentially a client-side fabrication -
+                    # all the data is transferred to the client side when the statement
+                    # finishes executing - so in theory we could go on streaming results
+                    # from the cursor, but attempting to do so would make us
+                    # incompatible with sqlite, so let's make sure we're not doing that
+                    # by closing the cursor.
+                    #
+                    # (*named* cursors in psycopg2 are different and are proper server-
+                    # side things, but (a) we don't use them and (b) they are implicitly
+                    # closed by ending the transaction anyway.)
+                    #
+                    # In short, if we haven't finished with the cursor yet, that's a
+                    # problem waiting to bite us.
+                    #
+                    # TL;DR: we're done with the cursor, so we can close it.
+                    #
+                    # [1]: https://github.com/python/cpython/blob/v3.8.0/Modules/_sqlite/connection.c#L465
+                    # [2]: https://github.com/python/cpython/blob/v3.8.0/Modules/_sqlite/cursor.c#L236
+                    cursor.close()
+        except Exception as e:
+            logger.debug("[TXN FAIL] {%s} %s", name, e)
+            raise
+        finally:
+            end = monotonic_time()
+            duration = end - start
+
+            LoggingContext.current_context().add_database_transaction(duration)
+
+            transaction_logger.debug("[TXN END] {%s} %f sec", name, duration)
+
+            self._current_txn_total_time += duration
+            self._txn_perf_counters.update(desc, duration)
+            sql_txn_timer.labels(desc).observe(duration)
+
+    @defer.inlineCallbacks
+    def runInteraction(self, desc, func, *args, **kwargs):
+        """Starts a transaction on the database and runs a given function
+
+        Arguments:
+            desc (str): description of the transaction, for logging and metrics
+            func (func): callback function, which will be called with a
+                database transaction (twisted.enterprise.adbapi.Transaction) as
+                its first argument, followed by `args` and `kwargs`.
+
+            args (list): positional args to pass to `func`
+            kwargs (dict): named args to pass to `func`
+
+        Returns:
+            Deferred: The result of func
+        """
+        after_callbacks = []
+        exception_callbacks = []
+
+        if LoggingContext.current_context() == LoggingContext.sentinel:
+            logger.warning("Starting db txn '%s' from sentinel context", desc)
+
+        try:
+            result = yield self.runWithConnection(
+                self.new_transaction,
+                desc,
+                after_callbacks,
+                exception_callbacks,
+                func,
+                *args,
+                **kwargs
+            )
+
+            for after_callback, after_args, after_kwargs in after_callbacks:
+                after_callback(*after_args, **after_kwargs)
+        except:  # noqa: E722, as we reraise the exception this is fine.
+            for after_callback, after_args, after_kwargs in exception_callbacks:
+                after_callback(*after_args, **after_kwargs)
+            raise
+
+        return result
+
+    @defer.inlineCallbacks
+    def runWithConnection(self, func, *args, **kwargs):
+        """Wraps the .runWithConnection() method on the underlying db_pool.
+
+        Arguments:
+            func (func): callback function, which will be called with a
+                database connection (twisted.enterprise.adbapi.Connection) as
+                its first argument, followed by `args` and `kwargs`.
+            args (list): positional args to pass to `func`
+            kwargs (dict): named args to pass to `func`
+
+        Returns:
+            Deferred: The result of func
+        """
+        parent_context = LoggingContext.current_context()
+        if parent_context == LoggingContext.sentinel:
+            logger.warning(
+                "Starting db connection from sentinel context: metrics will be lost"
+            )
+            parent_context = None
+
+        start_time = monotonic_time()
+
+        def inner_func(conn, *args, **kwargs):
+            with LoggingContext("runWithConnection", parent_context) as context:
+                sched_duration_sec = monotonic_time() - start_time
+                sql_scheduling_timer.observe(sched_duration_sec)
+                context.add_database_scheduled(sched_duration_sec)
+
+                if self.engine.is_connection_closed(conn):
+                    logger.debug("Reconnecting closed database connection")
+                    conn.reconnect()
+
+                return func(conn, *args, **kwargs)
+
+        result = yield make_deferred_yieldable(
+            self._db_pool.runWithConnection(inner_func, *args, **kwargs)
+        )
+
+        return result
+
+    @staticmethod
+    def cursor_to_dict(cursor):
+        """Converts a SQL cursor into an list of dicts.
+
+        Args:
+            cursor : The DBAPI cursor which has executed a query.
+        Returns:
+            A list of dicts where the key is the column header.
+        """
+        col_headers = list(intern(str(column[0])) for column in cursor.description)
+        results = list(dict(zip(col_headers, row)) for row in cursor)
+        return results
+
+    def execute(self, desc, decoder, query, *args):
+        """Runs a single query for a result set.
+
+        Args:
+            decoder - The function which can resolve the cursor results to
+                something meaningful.
+            query - The query string to execute
+            *args - Query args.
+        Returns:
+            The result of decoder(results)
+        """
+
+        def interaction(txn):
+            txn.execute(query, args)
+            if decoder:
+                return decoder(txn)
+            else:
+                return txn.fetchall()
+
+        return self.runInteraction(desc, interaction)
+
+    # "Simple" SQL API methods that operate on a single table with no JOINs,
+    # no complex WHERE clauses, just a dict of values for columns.
+
+    @defer.inlineCallbacks
+    def simple_insert(self, table, values, or_ignore=False, desc="simple_insert"):
+        """Executes an INSERT query on the named table.
+
+        Args:
+            table : string giving the table name
+            values : dict of new column names and values for them
+            or_ignore : bool stating whether an exception should be raised
+                when a conflicting row already exists. If True, False will be
+                returned by the function instead
+            desc : string giving a description of the transaction
+
+        Returns:
+            bool: Whether the row was inserted or not. Only useful when
+            `or_ignore` is True
+        """
+        try:
+            yield self.runInteraction(desc, self.simple_insert_txn, table, values)
+        except self.engine.module.IntegrityError:
+            # We have to do or_ignore flag at this layer, since we can't reuse
+            # a cursor after we receive an error from the db.
+            if not or_ignore:
+                raise
+            return False
+        return True
+
+    @staticmethod
+    def simple_insert_txn(txn, table, values):
+        keys, vals = zip(*values.items())
+
+        sql = "INSERT INTO %s (%s) VALUES(%s)" % (
+            table,
+            ", ".join(k for k in keys),
+            ", ".join("?" for _ in keys),
+        )
+
+        txn.execute(sql, vals)
+
+    def simple_insert_many(self, table, values, desc):
+        return self.runInteraction(desc, self.simple_insert_many_txn, table, values)
+
+    @staticmethod
+    def simple_insert_many_txn(txn, table, values):
+        if not values:
+            return
+
+        # This is a *slight* abomination to get a list of tuples of key names
+        # and a list of tuples of value names.
+        #
+        # i.e. [{"a": 1, "b": 2}, {"c": 3, "d": 4}]
+        #         => [("a", "b",), ("c", "d",)] and [(1, 2,), (3, 4,)]
+        #
+        # The sort is to ensure that we don't rely on dictionary iteration
+        # order.
+        keys, vals = zip(
+            *[zip(*(sorted(i.items(), key=lambda kv: kv[0]))) for i in values if i]
+        )
+
+        for k in keys:
+            if k != keys[0]:
+                raise RuntimeError("All items must have the same keys")
+
+        sql = "INSERT INTO %s (%s) VALUES(%s)" % (
+            table,
+            ", ".join(k for k in keys[0]),
+            ", ".join("?" for _ in keys[0]),
+        )
+
+        txn.executemany(sql, vals)
+
+    @defer.inlineCallbacks
+    def simple_upsert(
+        self,
+        table,
+        keyvalues,
+        values,
+        insertion_values={},
+        desc="simple_upsert",
+        lock=True,
+    ):
+        """
+
+        `lock` should generally be set to True (the default), but can be set
+        to False if either of the following are true:
+
+        * there is a UNIQUE INDEX on the key columns. In this case a conflict
+          will cause an IntegrityError in which case this function will retry
+          the update.
+
+        * we somehow know that we are the only thread which will be updating
+          this table.
+
+        Args:
+            table (str): The table to upsert into
+            keyvalues (dict): The unique key columns and their new values
+            values (dict): The nonunique columns and their new values
+            insertion_values (dict): additional key/values to use only when
+                inserting
+            lock (bool): True to lock the table when doing the upsert.
+        Returns:
+            Deferred(None or bool): Native upserts always return None. Emulated
+            upserts return True if a new entry was created, False if an existing
+            one was updated.
+        """
+        attempts = 0
+        while True:
+            try:
+                result = yield self.runInteraction(
+                    desc,
+                    self.simple_upsert_txn,
+                    table,
+                    keyvalues,
+                    values,
+                    insertion_values,
+                    lock=lock,
+                )
+                return result
+            except self.engine.module.IntegrityError as e:
+                attempts += 1
+                if attempts >= 5:
+                    # don't retry forever, because things other than races
+                    # can cause IntegrityErrors
+                    raise
+
+                # presumably we raced with another transaction: let's retry.
+                logger.warning(
+                    "IntegrityError when upserting into %s; retrying: %s", table, e
+                )
+
+    def simple_upsert_txn(
+        self, txn, table, keyvalues, values, insertion_values={}, lock=True
+    ):
+        """
+        Pick the UPSERT method which works best on the platform. Either the
+        native one (Pg9.5+, recent SQLites), or fall back to an emulated method.
+
+        Args:
+            txn: The transaction to use.
+            table (str): The table to upsert into
+            keyvalues (dict): The unique key tables and their new values
+            values (dict): The nonunique columns and their new values
+            insertion_values (dict): additional key/values to use only when
+                inserting
+            lock (bool): True to lock the table when doing the upsert.
+        Returns:
+            None or bool: Native upserts always return None. Emulated
+            upserts return True if a new entry was created, False if an existing
+            one was updated.
+        """
+        if self.engine.can_native_upsert and table not in self._unsafe_to_upsert_tables:
+            return self.simple_upsert_txn_native_upsert(
+                txn, table, keyvalues, values, insertion_values=insertion_values
+            )
+        else:
+            return self.simple_upsert_txn_emulated(
+                txn,
+                table,
+                keyvalues,
+                values,
+                insertion_values=insertion_values,
+                lock=lock,
+            )
+
+    def simple_upsert_txn_emulated(
+        self, txn, table, keyvalues, values, insertion_values={}, lock=True
+    ):
+        """
+        Args:
+            table (str): The table to upsert into
+            keyvalues (dict): The unique key tables and their new values
+            values (dict): The nonunique columns and their new values
+            insertion_values (dict): additional key/values to use only when
+                inserting
+            lock (bool): True to lock the table when doing the upsert.
+        Returns:
+            bool: Return True if a new entry was created, False if an existing
+            one was updated.
+        """
+        # We need to lock the table :(, unless we're *really* careful
+        if lock:
+            self.engine.lock_table(txn, table)
+
+        def _getwhere(key):
+            # If the value we're passing in is None (aka NULL), we need to use
+            # IS, not =, as NULL = NULL equals NULL (False).
+            if keyvalues[key] is None:
+                return "%s IS ?" % (key,)
+            else:
+                return "%s = ?" % (key,)
+
+        if not values:
+            # If `values` is empty, then all of the values we care about are in
+            # the unique key, so there is nothing to UPDATE. We can just do a
+            # SELECT instead to see if it exists.
+            sql = "SELECT 1 FROM %s WHERE %s" % (
+                table,
+                " AND ".join(_getwhere(k) for k in keyvalues),
+            )
+            sqlargs = list(keyvalues.values())
+            txn.execute(sql, sqlargs)
+            if txn.fetchall():
+                # We have an existing record.
+                return False
+        else:
+            # First try to update.
+            sql = "UPDATE %s SET %s WHERE %s" % (
+                table,
+                ", ".join("%s = ?" % (k,) for k in values),
+                " AND ".join(_getwhere(k) for k in keyvalues),
+            )
+            sqlargs = list(values.values()) + list(keyvalues.values())
+
+            txn.execute(sql, sqlargs)
+            if txn.rowcount > 0:
+                # successfully updated at least one row.
+                return False
+
+        # We didn't find any existing rows, so insert a new one
+        allvalues = {}
+        allvalues.update(keyvalues)
+        allvalues.update(values)
+        allvalues.update(insertion_values)
+
+        sql = "INSERT INTO %s (%s) VALUES (%s)" % (
+            table,
+            ", ".join(k for k in allvalues),
+            ", ".join("?" for _ in allvalues),
+        )
+        txn.execute(sql, list(allvalues.values()))
+        # successfully inserted
+        return True
+
+    def simple_upsert_txn_native_upsert(
+        self, txn, table, keyvalues, values, insertion_values={}
+    ):
+        """
+        Use the native UPSERT functionality in recent PostgreSQL versions.
+
+        Args:
+            table (str): The table to upsert into
+            keyvalues (dict): The unique key tables and their new values
+            values (dict): The nonunique columns and their new values
+            insertion_values (dict): additional key/values to use only when
+                inserting
+        Returns:
+            None
+        """
+        allvalues = {}
+        allvalues.update(keyvalues)
+        allvalues.update(insertion_values)
+
+        if not values:
+            latter = "NOTHING"
+        else:
+            allvalues.update(values)
+            latter = "UPDATE SET " + ", ".join(k + "=EXCLUDED." + k for k in values)
+
+        sql = ("INSERT INTO %s (%s) VALUES (%s) ON CONFLICT (%s) DO %s") % (
+            table,
+            ", ".join(k for k in allvalues),
+            ", ".join("?" for _ in allvalues),
+            ", ".join(k for k in keyvalues),
+            latter,
+        )
+        txn.execute(sql, list(allvalues.values()))
+
+    def simple_upsert_many_txn(
+        self, txn, table, key_names, key_values, value_names, value_values
+    ):
+        """
+        Upsert, many times.
+
+        Args:
+            table (str): The table to upsert into
+            key_names (list[str]): The key column names.
+            key_values (list[list]): A list of each row's key column values.
+            value_names (list[str]): The value column names. If empty, no
+                values will be used, even if value_values is provided.
+            value_values (list[list]): A list of each row's value column values.
+        Returns:
+            None
+        """
+        if self.engine.can_native_upsert and table not in self._unsafe_to_upsert_tables:
+            return self.simple_upsert_many_txn_native_upsert(
+                txn, table, key_names, key_values, value_names, value_values
+            )
+        else:
+            return self.simple_upsert_many_txn_emulated(
+                txn, table, key_names, key_values, value_names, value_values
+            )
+
+    def simple_upsert_many_txn_emulated(
+        self, txn, table, key_names, key_values, value_names, value_values
+    ):
+        """
+        Upsert, many times, but without native UPSERT support or batching.
+
+        Args:
+            table (str): The table to upsert into
+            key_names (list[str]): The key column names.
+            key_values (list[list]): A list of each row's key column values.
+            value_names (list[str]): The value column names. If empty, no
+                values will be used, even if value_values is provided.
+            value_values (list[list]): A list of each row's value column values.
+        Returns:
+            None
+        """
+        # No value columns, therefore make a blank list so that the following
+        # zip() works correctly.
+        if not value_names:
+            value_values = [() for x in range(len(key_values))]
+
+        for keyv, valv in zip(key_values, value_values):
+            _keys = {x: y for x, y in zip(key_names, keyv)}
+            _vals = {x: y for x, y in zip(value_names, valv)}
+
+            self.simple_upsert_txn_emulated(txn, table, _keys, _vals)
+
+    def simple_upsert_many_txn_native_upsert(
+        self, txn, table, key_names, key_values, value_names, value_values
+    ):
+        """
+        Upsert, many times, using batching where possible.
+
+        Args:
+            table (str): The table to upsert into
+            key_names (list[str]): The key column names.
+            key_values (list[list]): A list of each row's key column values.
+            value_names (list[str]): The value column names. If empty, no
+                values will be used, even if value_values is provided.
+            value_values (list[list]): A list of each row's value column values.
+        Returns:
+            None
+        """
+        allnames = []
+        allnames.extend(key_names)
+        allnames.extend(value_names)
+
+        if not value_names:
+            # No value columns, therefore make a blank list so that the
+            # following zip() works correctly.
+            latter = "NOTHING"
+            value_values = [() for x in range(len(key_values))]
+        else:
+            latter = "UPDATE SET " + ", ".join(
+                k + "=EXCLUDED." + k for k in value_names
+            )
+
+        sql = "INSERT INTO %s (%s) VALUES (%s) ON CONFLICT (%s) DO %s" % (
+            table,
+            ", ".join(k for k in allnames),
+            ", ".join("?" for _ in allnames),
+            ", ".join(key_names),
+            latter,
+        )
+
+        args = []
+
+        for x, y in zip(key_values, value_values):
+            args.append(tuple(x) + tuple(y))
+
+        return txn.execute_batch(sql, args)
+
+    def simple_select_one(
+        self, table, keyvalues, retcols, allow_none=False, desc="simple_select_one"
+    ):
+        """Executes a SELECT query on the named table, which is expected to
+        return a single row, returning multiple columns from it.
+
+        Args:
+            table : string giving the table name
+            keyvalues : dict of column names and values to select the row with
+            retcols : list of strings giving the names of the columns to return
+
+            allow_none : If true, return None instead of failing if the SELECT
+              statement returns no rows
+        """
+        return self.runInteraction(
+            desc, self.simple_select_one_txn, table, keyvalues, retcols, allow_none
+        )
+
+    def simple_select_one_onecol(
+        self,
+        table,
+        keyvalues,
+        retcol,
+        allow_none=False,
+        desc="simple_select_one_onecol",
+    ):
+        """Executes a SELECT query on the named table, which is expected to
+        return a single row, returning a single column from it.
+
+        Args:
+            table : string giving the table name
+            keyvalues : dict of column names and values to select the row with
+            retcol : string giving the name of the column to return
+        """
+        return self.runInteraction(
+            desc,
+            self.simple_select_one_onecol_txn,
+            table,
+            keyvalues,
+            retcol,
+            allow_none=allow_none,
+        )
+
+    @classmethod
+    def simple_select_one_onecol_txn(
+        cls, txn, table, keyvalues, retcol, allow_none=False
+    ):
+        ret = cls.simple_select_onecol_txn(
+            txn, table=table, keyvalues=keyvalues, retcol=retcol
+        )
+
+        if ret:
+            return ret[0]
+        else:
+            if allow_none:
+                return None
+            else:
+                raise StoreError(404, "No row found")
+
+    @staticmethod
+    def simple_select_onecol_txn(txn, table, keyvalues, retcol):
+        sql = ("SELECT %(retcol)s FROM %(table)s") % {"retcol": retcol, "table": table}
+
+        if keyvalues:
+            sql += " WHERE %s" % " AND ".join("%s = ?" % k for k in iterkeys(keyvalues))
+            txn.execute(sql, list(keyvalues.values()))
+        else:
+            txn.execute(sql)
+
+        return [r[0] for r in txn]
+
+    def simple_select_onecol(
+        self, table, keyvalues, retcol, desc="simple_select_onecol"
+    ):
+        """Executes a SELECT query on the named table, which returns a list
+        comprising of the values of the named column from the selected rows.
+
+        Args:
+            table (str): table name
+            keyvalues (dict|None): column names and values to select the rows with
+            retcol (str): column whos value we wish to retrieve.
+
+        Returns:
+            Deferred: Results in a list
+        """
+        return self.runInteraction(
+            desc, self.simple_select_onecol_txn, table, keyvalues, retcol
+        )
+
+    def simple_select_list(self, table, keyvalues, retcols, desc="simple_select_list"):
+        """Executes a SELECT query on the named table, which may return zero or
+        more rows, returning the result as a list of dicts.
+
+        Args:
+            table (str): the table name
+            keyvalues (dict[str, Any] | None):
+                column names and values to select the rows with, or None to not
+                apply a WHERE clause.
+            retcols (iterable[str]): the names of the columns to return
+        Returns:
+            defer.Deferred: resolves to list[dict[str, Any]]
+        """
+        return self.runInteraction(
+            desc, self.simple_select_list_txn, table, keyvalues, retcols
+        )
+
+    @classmethod
+    def simple_select_list_txn(cls, txn, table, keyvalues, retcols):
+        """Executes a SELECT query on the named table, which may return zero or
+        more rows, returning the result as a list of dicts.
+
+        Args:
+            txn : Transaction object
+            table (str): the table name
+            keyvalues (dict[str, T] | None):
+                column names and values to select the rows with, or None to not
+                apply a WHERE clause.
+            retcols (iterable[str]): the names of the columns to return
+        """
+        if keyvalues:
+            sql = "SELECT %s FROM %s WHERE %s" % (
+                ", ".join(retcols),
+                table,
+                " AND ".join("%s = ?" % (k,) for k in keyvalues),
+            )
+            txn.execute(sql, list(keyvalues.values()))
+        else:
+            sql = "SELECT %s FROM %s" % (", ".join(retcols), table)
+            txn.execute(sql)
+
+        return cls.cursor_to_dict(txn)
+
+    @defer.inlineCallbacks
+    def simple_select_many_batch(
+        self,
+        table,
+        column,
+        iterable,
+        retcols,
+        keyvalues={},
+        desc="simple_select_many_batch",
+        batch_size=100,
+    ):
+        """Executes a SELECT query on the named table, which may return zero or
+        more rows, returning the result as a list of dicts.
+
+        Filters rows by if value of `column` is in `iterable`.
+
+        Args:
+            table : string giving the table name
+            column : column name to test for inclusion against `iterable`
+            iterable : list
+            keyvalues : dict of column names and values to select the rows with
+            retcols : list of strings giving the names of the columns to return
+        """
+        results = []
+
+        if not iterable:
+            return results
+
+        # iterables can not be sliced, so convert it to a list first
+        it_list = list(iterable)
+
+        chunks = [
+            it_list[i : i + batch_size] for i in range(0, len(it_list), batch_size)
+        ]
+        for chunk in chunks:
+            rows = yield self.runInteraction(
+                desc,
+                self.simple_select_many_txn,
+                table,
+                column,
+                chunk,
+                keyvalues,
+                retcols,
+            )
+
+            results.extend(rows)
+
+        return results
+
+    @classmethod
+    def simple_select_many_txn(cls, txn, table, column, iterable, keyvalues, retcols):
+        """Executes a SELECT query on the named table, which may return zero or
+        more rows, returning the result as a list of dicts.
+
+        Filters rows by if value of `column` is in `iterable`.
+
+        Args:
+            txn : Transaction object
+            table : string giving the table name
+            column : column name to test for inclusion against `iterable`
+            iterable : list
+            keyvalues : dict of column names and values to select the rows with
+            retcols : list of strings giving the names of the columns to return
+        """
+        if not iterable:
+            return []
+
+        clause, values = make_in_list_sql_clause(txn.database_engine, column, iterable)
+        clauses = [clause]
+
+        for key, value in iteritems(keyvalues):
+            clauses.append("%s = ?" % (key,))
+            values.append(value)
+
+        sql = "SELECT %s FROM %s WHERE %s" % (
+            ", ".join(retcols),
+            table,
+            " AND ".join(clauses),
+        )
+
+        txn.execute(sql, values)
+        return cls.cursor_to_dict(txn)
+
+    def simple_update(self, table, keyvalues, updatevalues, desc):
+        return self.runInteraction(
+            desc, self.simple_update_txn, table, keyvalues, updatevalues
+        )
+
+    @staticmethod
+    def simple_update_txn(txn, table, keyvalues, updatevalues):
+        if keyvalues:
+            where = "WHERE %s" % " AND ".join("%s = ?" % k for k in iterkeys(keyvalues))
+        else:
+            where = ""
+
+        update_sql = "UPDATE %s SET %s %s" % (
+            table,
+            ", ".join("%s = ?" % (k,) for k in updatevalues),
+            where,
+        )
+
+        txn.execute(update_sql, list(updatevalues.values()) + list(keyvalues.values()))
+
+        return txn.rowcount
+
+    def simple_update_one(
+        self, table, keyvalues, updatevalues, desc="simple_update_one"
+    ):
+        """Executes an UPDATE query on the named table, setting new values for
+        columns in a row matching the key values.
+
+        Args:
+            table : string giving the table name
+            keyvalues : dict of column names and values to select the row with
+            updatevalues : dict giving column names and values to update
+            retcols : optional list of column names to return
+
+        If present, retcols gives a list of column names on which to perform
+        a SELECT statement *before* performing the UPDATE statement. The values
+        of these will be returned in a dict.
+
+        These are performed within the same transaction, allowing an atomic
+        get-and-set.  This can be used to implement compare-and-set by putting
+        the update column in the 'keyvalues' dict as well.
+        """
+        return self.runInteraction(
+            desc, self.simple_update_one_txn, table, keyvalues, updatevalues
+        )
+
+    @classmethod
+    def simple_update_one_txn(cls, txn, table, keyvalues, updatevalues):
+        rowcount = cls.simple_update_txn(txn, table, keyvalues, updatevalues)
+
+        if rowcount == 0:
+            raise StoreError(404, "No row found (%s)" % (table,))
+        if rowcount > 1:
+            raise StoreError(500, "More than one row matched (%s)" % (table,))
+
+    @staticmethod
+    def simple_select_one_txn(txn, table, keyvalues, retcols, allow_none=False):
+        select_sql = "SELECT %s FROM %s WHERE %s" % (
+            ", ".join(retcols),
+            table,
+            " AND ".join("%s = ?" % (k,) for k in keyvalues),
+        )
+
+        txn.execute(select_sql, list(keyvalues.values()))
+        row = txn.fetchone()
+
+        if not row:
+            if allow_none:
+                return None
+            raise StoreError(404, "No row found (%s)" % (table,))
+        if txn.rowcount > 1:
+            raise StoreError(500, "More than one row matched (%s)" % (table,))
+
+        return dict(zip(retcols, row))
+
+    def simple_delete_one(self, table, keyvalues, desc="simple_delete_one"):
+        """Executes a DELETE query on the named table, expecting to delete a
+        single row.
+
+        Args:
+            table : string giving the table name
+            keyvalues : dict of column names and values to select the row with
+        """
+        return self.runInteraction(desc, self.simple_delete_one_txn, table, keyvalues)
+
+    @staticmethod
+    def simple_delete_one_txn(txn, table, keyvalues):
+        """Executes a DELETE query on the named table, expecting to delete a
+        single row.
+
+        Args:
+            table : string giving the table name
+            keyvalues : dict of column names and values to select the row with
+        """
+        sql = "DELETE FROM %s WHERE %s" % (
+            table,
+            " AND ".join("%s = ?" % (k,) for k in keyvalues),
+        )
+
+        txn.execute(sql, list(keyvalues.values()))
+        if txn.rowcount == 0:
+            raise StoreError(404, "No row found (%s)" % (table,))
+        if txn.rowcount > 1:
+            raise StoreError(500, "More than one row matched (%s)" % (table,))
+
+    def simple_delete(self, table, keyvalues, desc):
+        return self.runInteraction(desc, self.simple_delete_txn, table, keyvalues)
+
+    @staticmethod
+    def simple_delete_txn(txn, table, keyvalues):
+        sql = "DELETE FROM %s WHERE %s" % (
+            table,
+            " AND ".join("%s = ?" % (k,) for k in keyvalues),
+        )
+
+        txn.execute(sql, list(keyvalues.values()))
+        return txn.rowcount
+
+    def simple_delete_many(self, table, column, iterable, keyvalues, desc):
+        return self.runInteraction(
+            desc, self.simple_delete_many_txn, table, column, iterable, keyvalues
+        )
+
+    @staticmethod
+    def simple_delete_many_txn(txn, table, column, iterable, keyvalues):
+        """Executes a DELETE query on the named table.
+
+        Filters rows by if value of `column` is in `iterable`.
+
+        Args:
+            txn : Transaction object
+            table : string giving the table name
+            column : column name to test for inclusion against `iterable`
+            iterable : list
+            keyvalues : dict of column names and values to select the rows with
+
+        Returns:
+            int: Number rows deleted
+        """
+        if not iterable:
+            return 0
+
+        sql = "DELETE FROM %s" % table
+
+        clause, values = make_in_list_sql_clause(txn.database_engine, column, iterable)
+        clauses = [clause]
+
+        for key, value in iteritems(keyvalues):
+            clauses.append("%s = ?" % (key,))
+            values.append(value)
+
+        if clauses:
+            sql = "%s WHERE %s" % (sql, " AND ".join(clauses))
+        txn.execute(sql, values)
+
+        return txn.rowcount
+
+    def get_cache_dict(
+        self, db_conn, table, entity_column, stream_column, max_value, limit=100000
+    ):
+        # Fetch a mapping of room_id -> max stream position for "recent" rooms.
+        # It doesn't really matter how many we get, the StreamChangeCache will
+        # do the right thing to ensure it respects the max size of cache.
+        sql = (
+            "SELECT %(entity)s, MAX(%(stream)s) FROM %(table)s"
+            " WHERE %(stream)s > ? - %(limit)s"
+            " GROUP BY %(entity)s"
+        ) % {
+            "table": table,
+            "entity": entity_column,
+            "stream": stream_column,
+            "limit": limit,
+        }
+
+        sql = self.engine.convert_param_style(sql)
+
+        txn = db_conn.cursor()
+        txn.execute(sql, (int(max_value),))
+
+        cache = {row[0]: int(row[1]) for row in txn}
+
+        txn.close()
+
+        if cache:
+            min_val = min(itervalues(cache))
+        else:
+            min_val = max_value
+
+        return cache, min_val
+
+    def simple_select_list_paginate(
+        self,
+        table,
+        orderby,
+        start,
+        limit,
+        retcols,
+        filters=None,
+        keyvalues=None,
+        order_direction="ASC",
+        desc="simple_select_list_paginate",
+    ):
+        """
+        Executes a SELECT query on the named table with start and limit,
+        of row numbers, which may return zero or number of rows from start to limit,
+        returning the result as a list of dicts.
+
+        Args:
+            table (str): the table name
+            filters (dict[str, T] | None):
+                column names and values to filter the rows with, or None to not
+                apply a WHERE ? LIKE ? clause.
+            keyvalues (dict[str, T] | None):
+                column names and values to select the rows with, or None to not
+                apply a WHERE clause.
+            orderby (str): Column to order the results by.
+            start (int): Index to begin the query at.
+            limit (int): Number of results to return.
+            retcols (iterable[str]): the names of the columns to return
+            order_direction (str): Whether the results should be ordered "ASC" or "DESC".
+        Returns:
+            defer.Deferred: resolves to list[dict[str, Any]]
+        """
+        return self.runInteraction(
+            desc,
+            self.simple_select_list_paginate_txn,
+            table,
+            orderby,
+            start,
+            limit,
+            retcols,
+            filters=filters,
+            keyvalues=keyvalues,
+            order_direction=order_direction,
+        )
+
+    @classmethod
+    def simple_select_list_paginate_txn(
+        cls,
+        txn,
+        table,
+        orderby,
+        start,
+        limit,
+        retcols,
+        filters=None,
+        keyvalues=None,
+        order_direction="ASC",
+    ):
+        """
+        Executes a SELECT query on the named table with start and limit,
+        of row numbers, which may return zero or number of rows from start to limit,
+        returning the result as a list of dicts.
+
+        Use `filters` to search attributes using SQL wildcards and/or `keyvalues` to
+        select attributes with exact matches. All constraints are joined together
+        using 'AND'.
+
+        Args:
+            txn : Transaction object
+            table (str): the table name
+            orderby (str): Column to order the results by.
+            start (int): Index to begin the query at.
+            limit (int): Number of results to return.
+            retcols (iterable[str]): the names of the columns to return
+            filters (dict[str, T] | None):
+                column names and values to filter the rows with, or None to not
+                apply a WHERE ? LIKE ? clause.
+            keyvalues (dict[str, T] | None):
+                column names and values to select the rows with, or None to not
+                apply a WHERE clause.
+            order_direction (str): Whether the results should be ordered "ASC" or "DESC".
+        Returns:
+            defer.Deferred: resolves to list[dict[str, Any]]
+        """
+        if order_direction not in ["ASC", "DESC"]:
+            raise ValueError("order_direction must be one of 'ASC' or 'DESC'.")
+
+        where_clause = "WHERE " if filters or keyvalues else ""
+        arg_list = []
+        if filters:
+            where_clause += " AND ".join("%s LIKE ?" % (k,) for k in filters)
+            arg_list += list(filters.values())
+        where_clause += " AND " if filters and keyvalues else ""
+        if keyvalues:
+            where_clause += " AND ".join("%s = ?" % (k,) for k in keyvalues)
+            arg_list += list(keyvalues.values())
+
+        sql = "SELECT %s FROM %s %s ORDER BY %s %s LIMIT ? OFFSET ?" % (
+            ", ".join(retcols),
+            table,
+            where_clause,
+            orderby,
+            order_direction,
+        )
+        txn.execute(sql, arg_list + [limit, start])
+
+        return cls.cursor_to_dict(txn)
+
+    def simple_search_list(self, table, term, col, retcols, desc="simple_search_list"):
+        """Executes a SELECT query on the named table, which may return zero or
+        more rows, returning the result as a list of dicts.
+
+        Args:
+            table (str): the table name
+            term (str | None):
+                term for searching the table matched to a column.
+            col (str): column to query term should be matched to
+            retcols (iterable[str]): the names of the columns to return
+        Returns:
+            defer.Deferred: resolves to list[dict[str, Any]] or None
+        """
+
+        return self.runInteraction(
+            desc, self.simple_search_list_txn, table, term, col, retcols
+        )
+
+    @classmethod
+    def simple_search_list_txn(cls, txn, table, term, col, retcols):
+        """Executes a SELECT query on the named table, which may return zero or
+        more rows, returning the result as a list of dicts.
+
+        Args:
+            txn : Transaction object
+            table (str): the table name
+            term (str | None):
+                term for searching the table matched to a column.
+            col (str): column to query term should be matched to
+            retcols (iterable[str]): the names of the columns to return
+        Returns:
+            defer.Deferred: resolves to list[dict[str, Any]] or None
+        """
+        if term:
+            sql = "SELECT %s FROM %s WHERE %s LIKE ?" % (", ".join(retcols), table, col)
+            termvalues = ["%%" + term + "%%"]
+            txn.execute(sql, termvalues)
+        else:
+            return 0
+
+        return cls.cursor_to_dict(txn)
+
+
+def make_in_list_sql_clause(
+    database_engine, column: str, iterable: Iterable
+) -> Tuple[str, Iterable]:
+    """Returns an SQL clause that checks the given column is in the iterable.
+
+    On SQLite this expands to `column IN (?, ?, ...)`, whereas on Postgres
+    it expands to `column = ANY(?)`. While both DBs support the `IN` form,
+    using the `ANY` form on postgres means that it views queries with
+    different length iterables as the same, helping the query stats.
+
+    Args:
+        database_engine
+        column: Name of the column
+        iterable: The values to check the column against.
+
+    Returns:
+        A tuple of SQL query and the args
+    """
+
+    if database_engine.supports_using_any_list:
+        # This should hopefully be faster, but also makes postgres query
+        # stats easier to understand.
+        return "%s = ANY(?)" % (column,), [list(iterable)]
+    else:
+        return "%s IN (%s)" % (column, ",".join("?" for _ in iterable)), list(iterable)