diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
new file mode 100644
index 000000000..2aed65d10
--- /dev/null
+++ b/.github/workflows/ci.yml
@@ -0,0 +1,234 @@
+name: CI
+
+on:
+  push:
+    paths-ignore:
+    - '.devcontainer/**'
+    - 'examples/**'
+    - 'lib/**'
+    - 'man/**'
+    - 'priv/**'
+    - '**.md'
+  pull_request:
+    paths-ignore:
+    - '.devcontainer/**'
+    - 'examples/**'
+    - 'lib/**'
+    - 'man/**'
+    - 'priv/**'
+    - '**.md'
+
+jobs:
+
+  tests:
+    name: Tests
+    strategy:
+      fail-fast: false
+      matrix:
+        otp: ['19.3', '24.0']
+        include:
+        - otp: '19.3'
+          rebar: 2
+          os: ubuntu-18.04
+        - otp: '24.0'
+          rebar: 3
+          os: ubuntu-20.04
+    runs-on: ${{ matrix.os }}
+    services:
+      redis:
+        image: redis
+        ports:
+        - 6379:6379
+
+    steps:
+
+    - uses: actions/checkout@v2
+
+    - name: Get previous Erlang/OTP
+      uses: ErlGang/setup-erlang@master
+      if: matrix.otp != 24.0
+      with:
+        otp-version: ${{ matrix.otp }}
+
+    - name: Prepare databases
+      run: |
+        sudo systemctl start mysql.service
+        sudo systemctl start postgresql.service
+        mysql -u root -proot -e "CREATE USER 'ejabberd_test'@'localhost'
+                                 IDENTIFIED BY 'ejabberd_test';"
+        mysql -u root -proot -e "CREATE DATABASE ejabberd_test;"
+        mysql -u root -proot -e "GRANT ALL ON ejabberd_test.*
+                                 TO 'ejabberd_test'@'localhost';"
+        mysql -u root -proot ejabberd_test < sql/mysql.sql
+        pg_isready
+        sudo -u postgres psql -c "CREATE USER ejabberd_test
+                                  WITH PASSWORD 'ejabberd_test';"
+        sudo -u postgres psql -c "CREATE DATABASE ejabberd_test;"
+        sudo -u postgres psql ejabberd_test -f sql/pg.sql
+        sudo -u postgres psql -c "GRANT ALL PRIVILEGES
+                                  ON DATABASE ejabberd_test TO ejabberd_test;"
+        sudo -u postgres psql ejabberd_test -c "GRANT ALL PRIVILEGES ON ALL
+                                                TABLES IN SCHEMA public
+                                                TO ejabberd_test;"
+        sudo -u postgres psql ejabberd_test -c "GRANT ALL PRIVILEGES ON ALL
+                                                SEQUENCES IN SCHEMA public
+                                                TO ejabberd_test;"
+
+    - name: Prepare libraries
+      run: |
+        sudo apt-get -qq update
+        sudo apt-get -qq install libexpat1-dev libgd-dev libpam0g-dev \
+                                 libsqlite3-dev libwebp-dev libyaml-dev
+
+    - name: Prepare rebar
+      id: rebar
+      run: |
+        echo '{xref_ignores, [{eldap_filter_yecc, return_error, 2}
+                             ]}.' >>rebar.config
+        echo '{xref_checks, [deprecated_function_calls, deprecated_functions,
+              locals_not_used, undefined_function_calls, undefined_functions]}.
+              % Disabled: exports_not_used,' >>rebar.config
+        echo '{dialyzer, [{get_warnings, true}, {plt_extra_apps, [cache_tab,
+              eimp, epam, esip, ezlib, fast_tls, fast_xml, fast_yaml,
+              mqtree, p1_acme, p1_mysql, p1_oauth2, p1_pgsql, p1_utils, pkix,
+              sqlite3, stringprep, stun, xmpp, yconf]} ]}.' >>rebar.config
+        echo '{ct_extra_params, "-verbosity 20"}.' >>rebar.config
+
+    - name: Cache rebar2
+      if: matrix.rebar == 2
+      uses: actions/cache@v2
+      with:
+        path: |
+          deps/
+          dialyzer/
+          ebin/
+        key: ${{matrix.otp}}-${{matrix.rebar}}-${{hashFiles('rebar.config')}}
+
+    - name: Cache rebar3
+      if: matrix.rebar == 3
+      uses: actions/cache@v2
+      with:
+        path: |
+          ~/.cache/rebar3/
+          _build/default/
+        key: ${{matrix.otp}}-${{matrix.rebar}}-${{hashFiles('rebar.config')}}
+
+    - name: Compile
+      run: |
+        ./autogen.sh
+        [[ ${{ matrix.rebar }} = 2 ]] && REBAR=rebar || REBAR=`which rebar3`
+        ./configure --with-rebar=$REBAR \
+                    --prefix=/tmp/ejabberd \
+                    --enable-all \
+                    --disable-elixir \
+                    --disable-odbc
+        make update
+        make
+
+      # Right now 'make rel' works only with rebar2, not rebar3
+    - run: make rel
+      if: matrix.rebar == 2
+
+    - run: make install -s
+    - run: make hooks
+    - run: make options
+    - run: make xref
+    - run: make dialyzer
+    - run: make test
+
+    - name: Check results
+      if: always()
+      run: |
+        [[ -d _build ]] && ln -s _build/test/logs/ logs \
+                        && ln `find _build/ -name "*dialyzer_warnings"` \
+                              logs/dialyzer.log \
+                        || ln dialyzer/error.log logs/dialyzer.log
+        ln `find logs/ -name suite.log` logs/suite.log
+        grep 'TEST COMPLETE' logs/suite.log
+        grep -q 'TEST COMPLETE,.* 0 failed' logs/suite.log
+        test $(find logs/ -empty -name error.log)
+
+    - name: View dialyzer report
+      run: cat logs/dialyzer.log
+
+    - name: View full suite.log
+      run: cat logs/suite.log
+
+    - name: View suite.log failures
+      if: failure()
+      run: cat logs/suite.log | awk
+           'BEGIN{RS="\n=case";FS="\n"} /=result\s*failed/ {print "=case" $0}'
+
+    - name: View full ejabberd.log
+      if: failure()
+      run: find logs/ -name ejabberd.log -exec cat '{}' ';'
+
+    - name: View exunit.log
+      if: failure()
+      run: find logs/ -name exunit.log -exec cat '{}' ';'
+
+    - name: Send to coveralls
+      if: matrix.otp == 24.0
+      env:
+        GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+      run: rebar3 as test coveralls send
+
+  binaries:
+    name: Binaries
+    needs: [tests]
+    strategy:
+      fail-fast: false
+      matrix:
+        otp: ['21.3']
+        include:
+        - otp: '21.3'
+          rebar: 3
+          os: ubuntu-20.04
+    runs-on: ${{ matrix.os }}
+    steps:
+    - uses: actions/checkout@v2
+      with:
+        fetch-depth: 150
+    - name: Get last git tag
+      run: |
+        export TAGLAST=`git ls-remote --tags --refs origin 'refs/tags/2*' \
+          | tail -1 | awk '{print $2}'`
+        git fetch origin "$TAGLAST:$TAGLAST"
+        git describe
+    - name: Get previous Erlang/OTP
+      uses: ErlGang/setup-erlang@master
+      with:
+        otp-version: ${{ matrix.otp }}
+    - name: Cache Rebar3
+      uses: actions/cache@v2
+      with:
+        path: |
+          ~/.cache/rebar3/
+          _build/default/lib/
+        key: ${{matrix.otp}}-${{matrix.rebar}}-${{hashFiles('rebar.config')}}
+    - name: Prepare libraries
+      run: |
+        sudo apt-get -qq update
+        sudo apt-get -qq install libexpat1-dev libgd-dev libpam0g-dev \
+                                 libsqlite3-dev libwebp-dev libyaml-dev
+    - name: Compile
+      run: |
+        ./autogen.sh
+        ./configure --with-rebar=`which rebar3` \
+                    --prefix=/tmp/ejabberd \
+                    --disable-debug \
+                    --enable-all \
+                    --disable-elixir
+        make update
+        make
+    - run: make install -s
+    - name: Strip binaries
+      run: echo 'beam_lib:strip_files(filelib:wildcard(
+                "/tmp/ejabberd/lib/*/ebin/*beam")), init:stop().' \
+                | erl -boot start_clean
+    - name: Upload binaries
+      uses: actions/upload-artifact@v2
+      with:
+        name: ejabberd-binaries
+        path: /tmp/ejabberd/lib
+        retention-days: 7
diff --git a/rebar.config b/rebar.config
index 1e3da2d71..649fd585b 100644
--- a/rebar.config
+++ b/rebar.config
@@ -156,6 +156,8 @@
 
 {cover_enabled, true}.
 {cover_export_enabled, true}.
+{coveralls_coverdata, "_build/test/cover/ct.coverdata"}.
+{coveralls_service_name, "github"}.
 {recursive_cmds, ['configure-deps']}.
 
 {overrides, [
diff --git a/rebar.config.script b/rebar.config.script
index c65068fab..9591b9ead 100644
--- a/rebar.config.script
+++ b/rebar.config.script
@@ -339,17 +339,21 @@ fun(Deps, FDeps) ->
 		  end, Deps)
 end,
 
-TravisPostHooks =
-fun(true) ->
-	[{ct, "echo '\n%%! -pa ebin/ deps/coveralls/ebin\n" ++
-	      "main(_)->{ok,F}=file:open(\"erlang.json\",[write])," ++
-	      "io:fwrite(F,\"~s\",[coveralls:convert_file(" ++
-	      "\"logs/all.coverdata\", \"" ++
-	      os:getenv("TRAVIS_JOB_ID") ++
-	      "\", \"travis-ci\",\"\")]).' > getcover.erl"},
-	 {ct, "escript ./getcover.erl"}];
-   (_) ->
-	[]
+GithubConfig = case {os:getenv("GITHUB_ACTIONS"), os:getenv("GITHUB_TOKEN")} of
+  {"true", Token} when is_list(Token) ->
+    CONFIG1 = [{coveralls_repo_token, Token},
+               {coveralls_service_job_id, os:getenv("GITHUB_RUN_ID")},
+               {coveralls_commit_sha, os:getenv("GITHUB_SHA")},
+               {coveralls_service_number, os:getenv("GITHUB_RUN_NUMBER")}],
+    case os:getenv("GITHUB_EVENT_NAME") =:= "pull_request"
+        andalso string:tokens(os:getenv("GITHUB_REF"), "/") of
+        [_, "pull", PRNO, _] ->
+            [{coveralls_service_pull_request, PRNO} | CONFIG1];
+        _ ->
+            CONFIG1
+    end;
+  _ ->
+    []
 end,
 
 Rules = [
@@ -358,10 +362,8 @@ Rules = [
 			     {compile, {asn, compile}},
 			     {clean, {asn, clean}}
 			    ]}]), []},
-	 {[deps], os:getenv("TRAVIS") == "true",
-	  AppendList([{coveralls, ".*", {git, "https://github.com/markusn/coveralls-erl", {tag, "v2.0.1"}}}]), []},
-	 {[post_hooks], [cover_enabled], os:getenv("TRAVIS") == "true",
-	  AppendList2(TravisPostHooks), [], false},
+	 {[plugins], IsRebar3 and (os:getenv("GITHUB_ACTIONS") == "true"),
+	  AppendList([coveralls]), []},
 	 {[overrides], [post_hook_configure], SystemDeps == false,
 	  AppendList2(GenDepsConfigure), [], []},
 	 {[ct_extra_params], [eunit_compile_opts], true,
@@ -379,7 +381,8 @@ Rules = [
 	],
 
 Config = [{plugin_dir, filename:join([filename:dirname(SCRIPT),"plugins"])}]++
-FilterConfig(ProcessVars(CONFIG, []), Rules),
+FilterConfig(ProcessVars(CONFIG, []), Rules)++
+GithubConfig,
 
 %io:format("ejabberd configuration:~n  ~p~n", [Config]),