diff --git a/platformio/builder/main.py b/platformio/builder/main.py
index 0fef773b..95099b98 100644
--- a/platformio/builder/main.py
+++ b/platformio/builder/main.py
@@ -61,6 +61,7 @@ DEFAULT_ENV_OPTIONS = dict(
         "pioupload",
         "piomisc",
         "pioide",
+        "piosize",
     ],
     toolpath=[join(fs.get_source_dir(), "builder", "tools")],
     variables=clivars,
@@ -189,3 +190,15 @@ if "idedata" in COMMAND_LINE_TARGETS:
         )
     )
     env.Exit(0)
+
+if "sizedata" in COMMAND_LINE_TARGETS:
+    AlwaysBuild(
+        env.Alias(
+            "sizedata", DEFAULT_TARGETS,
+            env.VerboseAction(
+                env.DumpSizeData, "Generating memory usage report...",
+            )
+        )
+    )
+
+    Default("sizedata")
diff --git a/platformio/builder/tools/piosize.py b/platformio/builder/tools/piosize.py
new file mode 100644
index 00000000..5a9a6e65
--- /dev/null
+++ b/platformio/builder/tools/piosize.py
@@ -0,0 +1,197 @@
+# Copyright (c) 2019-present PlatformIO <contact@platformio.org>
+#
+# 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 sys
+from os import environ
+from os.path import join
+
+from elftools.elf.descriptions import describe_sh_flags
+from elftools.elf.elffile import ELFFile
+
+from platformio.compat import dump_json_to_unicode
+from platformio.proc import exec_command
+
+
+def _get_file_location(env, elf_path, addr, sysenv):
+    cmd = [env.subst("$CC").replace(
+        "-gcc", "-addr2line"), "-e", elf_path, hex(addr)]
+    result = exec_command(cmd, env=sysenv)
+    return result['out'].strip().replace("\\", "/")
+
+
+def _determine_section(sections, symbol_addr):
+    for section, info in sections.items():
+        if symbol_addr in range(info['start_addr'],
+                                info['start_addr'] + info['size']):
+            return section
+    return "unknown"
+
+
+def _demangle_cpp_name(env, symbol_name, sysenv):
+    cmd = [env.subst("$CC").replace("-gcc", "-c++filt"), symbol_name]
+    result = exec_command(cmd, env=sysenv)
+    demangled_name = result['out'].strip()
+    if "(" in demangled_name:
+        demangled_name = demangled_name[0:demangled_name.find("(")]
+    return demangled_name
+
+
+def _is_ram_section(section):
+    return section.get("type", "") in (
+            "SHT_NOBITS", "SHT_PROGBITS") and section.get("flags", "") == "WA"
+
+
+def _is_flash_section(section):
+    return section.get("type") == "SHT_PROGBITS" and "A" in section.get(
+        "flags")
+
+
+def _is_valid_symbol(symbol_name, symbol_type, symbol_address):
+    return symbol_name and symbol_address != 0 and symbol_type != "STT_NOTYPE"
+
+
+def _collect_sections_info(elffile):
+    sections = {}
+    for section in elffile.iter_sections():
+        if section.is_null():
+            continue
+
+        section_type = section['sh_type']
+        section_flags = describe_sh_flags(section['sh_flags'])
+        section_size = section.data_size
+
+        sections[section.name] = {
+            "size": section_size,
+            "start_addr": section['sh_addr'],
+            "type": section_type,
+            "flags": section_flags
+        }
+
+    return sections
+
+
+def _collect_symbols_info(env, elffile, elf_path, sections):
+    symbols = []
+
+    symbol_section = elffile.get_section_by_name('.symtab')
+    if symbol_section.is_null():
+        sys.stderr.write("Couldn't find symbol table. Is ELF file stripped?")
+        env.Exit(1)
+
+    sysenv = environ.copy()
+    sysenv["PATH"] = str(env["ENV"]["PATH"])
+
+    for s in symbol_section.iter_symbols():
+        symbol_info = s.entry['st_info']
+        symbol_addr = s['st_value']
+        symbol_size = s['st_size']
+        symbol_type = symbol_info['type']
+
+        if not _is_valid_symbol(s.name, symbol_type, symbol_addr):
+            continue
+
+        symbol = {
+            "addr": symbol_addr,
+            "bind": symbol_info['bind'],
+            "location": _get_file_location(env, elf_path, symbol_addr, sysenv),
+            "name": s.name,
+            "type": symbol_type,
+            "size": symbol_size,
+            "section": _determine_section(sections, symbol_addr)
+        }
+
+        if s.name.startswith("_Z"):
+            symbol['demangled_name'] = _demangle_cpp_name(env, s.name, sysenv)
+
+        symbols.append(symbol)
+
+    return symbols
+
+
+def _calculate_firmware_size(sections):
+    flash_size = ram_size = 0
+    for section_info in sections.values():
+        if _is_flash_section(section_info):
+            flash_size += section_info.get("size", 0)
+        if _is_ram_section(section_info):
+            ram_size += section_info.get("size", 0)
+
+    return ram_size, flash_size
+
+
+def DumpSizeData(_, target, source, env):
+    data = {
+        "memory": {},
+        "version": 1
+    }
+
+    elf_path = env.subst("$PIOMAINPROG")
+
+    with open(elf_path, "rb") as fp:
+        elffile = ELFFile(fp)
+
+        if not elffile.has_dwarf_info():
+            sys.stderr.write("Elf file doesn't contain DWARF information")
+            env.Exit(1)
+
+        sections = _collect_sections_info(elffile)
+        firmware_ram, firmware_flash = _calculate_firmware_size(sections)
+        data['memory']['total'] = {
+            "ram_size": firmware_ram,
+            "flash_size": firmware_flash,
+            "sections": sections
+        }
+
+        files = dict()
+        for symbol in _collect_symbols_info(env, elffile, elf_path, sections):
+            file_path, _ = symbol.get("location").rsplit(":", 1)
+            if not file_path or file_path.startswith("?"):
+                file_path = "unknown"
+
+            if not files.get(file_path, {}):
+                files[file_path] = {
+                    "symbols": [],
+                    "ram_size": 0,
+                    "flash_size": 0
+                }
+
+            symbol_size = symbol.get("size", 0)
+            section = sections.get(symbol.get("section", ""), {})
+            if _is_ram_section(section):
+                files[file_path]['ram_size'] += symbol_size
+            if _is_flash_section(section):
+                files[file_path]['flash_size'] += symbol_size
+
+            files[file_path]['symbols'].append(symbol)
+
+        data['memory']['files'] = files
+
+    with open(join(env.subst("$BUILD_DIR"), "sizedata.json"), "w") as fp:
+        fp.write(dump_json_to_unicode(data))
+
+
+def ConfigureSizeDataTarget(env):
+    for flags_section in ("ASFLAGS", "CCFLAGS", "LINKFLAGS"):
+        if not any("-g" in f for f in env.get(flags_section, [])):
+            env.Prepend(**{flags_section: ["-g"]})
+
+
+def exists(_):
+    return True
+
+
+def generate(env):
+    env.AddMethod(DumpSizeData)
+    env.AddMethod(ConfigureSizeDataTarget)
+    return env
diff --git a/platformio/builder/tools/platformio.py b/platformio/builder/tools/platformio.py
index e197b0fb..2f689b92 100644
--- a/platformio/builder/tools/platformio.py
+++ b/platformio/builder/tools/platformio.py
@@ -125,6 +125,9 @@ def BuildProgram(env):
     if "__test" in COMMAND_LINE_TARGETS:
         env.ConfigureTestTarget()
 
+    if "sizedata" in COMMAND_LINE_TARGETS:
+        env.ConfigureSizeDataTarget()
+
     # build project with dependencies
     _build_project_deps(env)