Naoto Horiguchi

33 papers A 1Journal 1Unranked 31
YearRankTypeTitle / Venue / Authors
2025 A conf
ICCAD
Halil Kükner, Ji-Yung Lin, Sheng Yang, Lynn Verschueren, Jürgen Bömmels, Anita Farokhnejad, Maarten Van De Put, Odysseas Zografos, Naoto Horiguchi, Geert Hellings, Marie Garcia Bardon, Julien Ryckaert
2025 conf
IRPS
Ruben Asanovski, Hiroaki Arimura, J. Ganguly, Pierpaolo Palestri, Alexander Grill, Ben Kaczer, Naoto Horiguchi, Luca Selmi, Jacopo Franco
2025 conf
IRPS
G. Molinaro, Hiroaki Arimura, S. Sacchi, Andrea Vici, Robin Degraeve, Ben Kaczer, Naoto Horiguchi, M. Houssa, Jacopo Franco
2024 conf
VLSI Technology and Circuits
J. Ganguly, Hiroaki Arimura, Romain Ritzenthaler, H. Bana, J. W. Maes, J. G. Lai, S. Brus, W. Maqsood, R. Sarkar, B. Kannan, Elena Capogreco, V. Machkaoutsan, S. Yoon, Alessio Spessot, M. Givens, Naoto Horiguchi
2024 conf
IRPS
Andrea Vici, Robin Degraeve, Naoto Horiguchi, Ingrid De Wolf, Jacopo Franco
2023 conf
VLSI Technology and Circuits
Victor Vega-Gonzalez, D. Radisic, Bt Chan, S. Choudhury, S. Wang, A. Mingardi, Q. Toan Le, H. Decoster, Yusuke Oniki, P. Puttarame, Kevin Vandersmissen, J. P. Soulie, A. Peter, A. Sepulveda, D. Batuk, G. T. Martinez, Olivier Richard, Jürgen Bömmels, S. Biesemans, E. Dentoni Litta, Naoto Horiguchi, Seongho Park, Zsolt Tokei
2022 conf
VLSI Technology and Circuits
Kateryna Serbulova, S.-H. Chen, Geert Hellings, Anabela Veloso, Anne Jourdain, Dimitri Linten, Jo De Boeck, Guido Groeseneken, Julien Ryckaert, Geert Van der Plas, Eric Beyne, Eugenio Dentoni Litta, Naoto Horiguchi
2022 conf
VLSI Technology and Circuits
Romain Ritzenthaler, Elena Capogreco, E. Dupuy, Hiroaki Arimura, J. P. Bastos, P. Favia, F. Sebaai, D. Radisic, V. T. H. Nguyen, G. Mannaert, B. T. Chan, V. Machkaoutsan, Y. Yoon, H. Itokawa, M. Yamaguchi, Y. Chen, Pierre Fazan, S. Subramanian, Alessio Spessot, E. Dentoni Litta, S. Samavedam, Naoto Horiguchi
2022 conf
VLSI Technology and Circuits
Anabela Veloso, Anne Jourdain, D. Radisic, Rongmei Chen, G. Arutchelvan, B. O'Sullivan, Hiroaki Arimura, Michele Stucchi, An De Keersgieter, M. Hosseini, T. Hopf, K. D'Have, S. Wang, E. Dupuy, G. Mannaert, Kevin Vandersmissen, S. Iacovo, P. Marien, S. Choudhury, Filip Schleicher, F. Sebaai, Yusuke Oniki, X. Zhou, A. Gupta, Tom Schram, B. Briggs, C. Lorant, E. Rosseel, Andriy Hikavyy, Roger Loo, J. Geypen, D. Batuk, G. T. Martinez, J. P. Soulie, Katia Devriendt, B. T. Chan, S. Demuynck, Gaspard Hiblot, Geert Van der Plas, Julien Ryckaert, Gerald Beyer, E. Dentoni Litta, Eric Beyne, Naoto Horiguchi
2022 conf
IMW
Alessio Spessot, Shairfe Muhammad Salahuddin, Ricardo Escobar, Romain Ritzenthaler, Yang Xiang, Rahul Budhwani, Eugenio Dentoni Litta, Elena Capogreco, Joao P. Bastos, Yangyin Chen, Naoto Horiguchi
2021 conf
IRPS
Alicja Lesniewska, Olalla Varela Pedreira, Melina Lofrano, Gayle Murdoch, Marleen H. van der Veen, Anish Dangol, Naoto Horiguchi, Zsolt Tökei, Kris Croes
2020 conf
IRPS
Chen Wu, Adrian Vaisman Chasin, Steven Demuynck, Naoto Horiguchi, Kris Croes
2020 conf
IRPS
Adrian Vaisman Chasin, Jacopo Franco, Erik Bury, Romain Ritzenthaler, Eugenio Dentoni Litta, Alessio Spessot, Naoto Horiguchi, Dimitri Linten, Ben Kaczer
2019 conf
ASICON
Eddy Simoen, Alberto Vinicius Oliveira, Anabela Veloso, Adrian Vaisman Chasin, Romain Ritzenthaler, Hans Mertens, Naoto Horiguchi, Cor Claeys
2019 conf
IRPS
Yefan Liu, Hao Yu, Gaspard Hiblot, Anastasiia Kruv, Marc Schaekers, Naoto Horiguchi, Dimitrios Velenis, Ingrid De Wolf
2018 conf
ESSDERC
Marko Simicic, Geert Hellings, Shih-Hung Chen, Naoto Horiguchi, Dimitri Linten
2018 conf
IRPS
Philippe J. Roussel, Adrian Vaisman Chasin, Steven Demuynck, Naoto Horiguchi, Dimitri Linten, Anda Mocuta
2018 J jnl
Microelectron. Reliab.
Shimpei Yamaguchi, Liesbeth Witters, Jérôme Mitard, Geert Eneman, Geert Hellings, Andriy Hikavyy, Roger Loo, Naoto Horiguchi
2017 conf
ESSDERC
Mustafa Badaroglu, Jeff Xu, John Zhu, Da Yang, Jerry Bao, Seung Chul Song, Peijie Feng, Romain Ritzenthaler, Hans Mertens, Geert Eneman, Naoto Horiguchi, Jeffrey Smith, Suman Datta, David Kohen, Po-Wen Chan, Keagan Chen, P. R. Chidi Chidambaram
2016 conf
ESSDERC
Thomas Chiarella, Stefan Kubicek, E. Rosseel, Romain Ritzenthaler, Andriy Hikavyy, P. Eyben, An De Keersgieter, L.-Å. Ragnarsson, M.-S. Kim, S.-A. Chew, Tom Schram, S. Demuynck, Miroslav Cupák, Luc Rijnders, Morin Dehan, Naoto Horiguchi, Jérôme Mitard, Dan Mocuta, Anda Mocuta, Aaron Voon-Yew Thean
2015 conf
ICICDT
Romain Ritzenthaler, Tom Schram, Geert Eneman, Anda Mocuta, Naoto Horiguchi, Aaron Voon-Yew Thean, Alessio Spessot, Marc Aoulaiche, Pierre Fazan, K. B. Noh, Y. Son
2015 conf
CICC
Praveen Raghavan, Marie Garcia Bardon, Doyoung Jang, P. Schuddinck, Dmitry Yakimets, Julien Ryckaert, Abdelkarim Mercha, Naoto Horiguchi, Nadine Collaert, Anda Mocuta, Dan Mocuta, Zsolt Tokei, Diederik Verkest, Aaron Thean, An Steegen
2015 conf
ICICDT
Romain Ritzenthaler, Tom Schram, M. J. Cho, Anda Mocuta, Naoto Horiguchi, Aaron Voon-Yew Thean, Alessio Spessot, Christian Caillat, Marc Aoulaiche, Pierre Fazan, K. B. Noh, Y. Son
2015 conf
ICICDT
Kazuyuki Tomida, Keizo Hiraga, Morin Dehan, Geert Hellings, Doyoung Jang, Kenichi Miyaguchi, Thomas Chiarella, Minsoo Kim, Anda Mocuta, Naoto Horiguchi, Abdelkarim Mercha, Diederik Verkest, Aaron Thean
2015 conf
IRPS
Jacopo Franco, Ben Kaczer, Philippe J. Roussel, Erik Bury, Hans Mertens, Romain Ritzenthaler, Tibor Grasser, Naoto Horiguchi, Aaron Thean, Guido Groeseneken
2015 conf
ICICDT
Moonju Cho, Alessio Spessot, Ben Kaczer, Marc Aoulaiche, Romain Ritzenthaler, Tom Schram, Pierre Fazan, Naoto Horiguchi, Dimitri Linten
2015 conf
IRPS
Ben Kaczer, Jacopo Franco, M. Cho, Tibor Grasser, Philippe J. Roussel, Stanislav Tyaginov, M. Bina, Yannick Wimmer, Luis-Miguel Procel, Lionel Trojman, Felice Crupi, Gregory Pitner, Vamsi Putcha, Pieter Weckx, Erik Bury, Z. Ji, An De Keersgieter, Thomas Chiarella, Naoto Horiguchi, Guido Groeseneken, Aaron Thean
2015 conf
ICICDT
Alessio Spessot, Romain Ritzenthaler, Tom Schram, Marc Aoulaiche, Moonju Cho, Maria Toledano-Luque, Naoto Horiguchi, Pierre Fazan
2015 conf
ESSDERC
Razaidi Hussin, Louis Gerrer, Jie Ding, Liping Wang, Salvatore M. Amoroso, Binjie Cheng, Dave Reid, Pieter Weckx, Marko Simicic, Jacopo Franco, Annelies Vanderheyden, Danielle Vanhaeren, Naoto Horiguchi, Ben Kaczer, Asen Asenov
2015 conf
IRPS
Ankush Chaudhary, Ben Kaczer, Philippe J. Roussel, Thomas Chiarella, Naoto Horiguchi, Souvik Mahapatra
2014 conf
CICC
Julien Ryckaert, Praveen Raghavan, Rogier Baert, Marie Garcia Bardon, Mircea Dusa, Arindam Mallik, Sushil Sakhare, Boris Vandewalle, Piet Wambacq, Bharani Chava, Kris Croes, Morin Dehan, Doyoung Jang, Philippe Leray, Tsung-Te Liu, Kenichi Miyaguchi, Bertrand Parvais, Pieter Schuddinck, Philippe Weemaes, Abdelkarim Mercha, Jürgen Bömmels, Naoto Horiguchi, Greg McIntyre, Aaron Thean, Zsolt Tökei, Shaunee Cheng, Diederik Verkest, An Steegen
2013 conf
ESSDERC
Marc Aoulaiche, Eddy Simoen, Romain Ritzenthaler, Tom Schram, Hiroaki Arimura, Moonju Cho, Thomas Kauerauf, Guido Groeseneken, Naoto Horiguchi, Aaron Thean, Antonio Federico, Felice Crupi, Alessio Spessot, Christian Caillat, Pierre Fazan, Hyuokju Na, Y. Son, K. B. Noh
2012 conf
ICICDT
Jacopo Franco, Ben Kaczer, Jérôme Mitard, Maria Toledano-Luque, Felice Crupi, Geert Eneman, Ph. J. Rousse, Tibor Grasser, M. Cho, Thomas Kauerauf, Liesbeth Witters, Geert Hellings, L.-Å. Ragnarsson, Naoto Horiguchi, Marc M. Heyns, Guido Groeseneken
APK_FEATURES_PDD.md
← Index APK_FEATURES_PDD.md markdown
# APK Extractor — Product Design Document

**Author:** Engineering Team
**Date:** 2026-02-21
**Status:** Draft
**Target:** redb ingestor pipeline

---

## 1. Overview

This document describes the design for adding APK (Android Package) static analysis to the redb ingestor pipeline. The APK extractor will follow the same architecture used by the existing PE, ELF, and Mach-O extractors: a format-specific base class (`APKExtractor`) with specialized sub-extractors for each analysis dimension.

### 1.1 Goals

- Extract comprehensive static metadata from Android APK files, comparable in depth to our PE/ELF/Mach-O analysis
- Follow the established extractor architecture (base class, sub-extractors, dataclasses, dual-export to Elasticsearch and ClickHouse)
- Enable clustering, hunting, and pivoting on APK-specific fields (permissions, certificates, DEX API usage, package names)
- Integrate with the existing format-agnostic extractors (BasicProperties, Hashes, DIE, CAPA, YARA, Strings, IOC)

### 1.2 Non-Goals

- Dynamic analysis / sandbox execution (out of scope)
- Full DEX decompilation to Java/smali (out of scope; may be a future extension)
- Deep analysis of embedded native `.so` libraries (inventory only; full ELF pipeline deferred)
- Recursive ingestion of APKs embedded inside other APKs (flag only; full recursive ingestion deferred)

---

## 2. Background

### 2.1 What Is an APK

An APK is a ZIP archive containing an Android application. Its internal structure:

| Path | Contents |
|------|----------|
| `AndroidManifest.xml` | Binary Android XML — package name, permissions, components, SDK versions, intent filters |
| `classes.dex` (+ `classes2.dex`, ...) | Dalvik bytecode — compiled Java/Kotlin code |
| `resources.arsc` | Compiled resource table (strings, dimensions, styles) |
| `res/` | Layouts, drawables, raw resources |
| `lib/<abi>/` | Native shared libraries (`.so`) per CPU architecture |
| `META-INF/` | JAR signing (v1 scheme), CERT.RSA/DSA certificates |
| `assets/` | Arbitrary files bundled by the developer |

### 2.2 Current State

The ingestor already detects APK files via Magika (`ingestor.py:1668`), but the handler is a no-op — it logs `"APK file detected"` and returns without running any extractors. All infrastructure for registration, dispatch, and export is already in place.

### 2.3 Industry Reference

This design was informed by analysis of existing platforms:

- **VirusTotal** — Extracts: hashes (MD5, SHA-1, SHA-256, SSDEEP, TLSH, Permhash), Android metadata (package name, SDK versions, main activity), certificate attributes, permissions with danger flags, full component lists (activities, services, receivers, providers), intent filters, and capability indicators ("performs reflection calls", "makes use of telephony related APIs")
- **Koodous** (https://docs.koodous.com/) — Powered by Androguard for static analysis. Extracts: package name, app name, activities, services, receivers, providers, permissions, intent filters, certificate (SHA-1, issuer, subject), hardcoded URLs, SDK versions. Supports YARA rules with an Androguard module for matching on all these fields
- **APKiD** (https://github.com/rednaga/APKiD) — "PEiD for Android". Signature-based identification of compilers, packers, obfuscators, protectors, anti-VM/debug/root techniques. Uses YARA rules on DEX/APK/ELF. Available under GPL or commercial perpetual license (https://github.com/rednaga/APKiD/blob/master/LICENSE.COMMERCIAL)
- **APKDetect** (https://www.apkdetect.com/) — Malware family identification (30+ families), configuration extraction, loader recognition, shared code detection

---

## 3. Architecture

### 3.1 Existing Extractor Pattern

All extractors in redb follow this hierarchy:

```
Extractor (abstract base — redb/extractors/extractor.py)
├── PEExtractor (redb/extractors/pe_extractor.py)
│   ├── PEFeaturesExtractor
│   ├── PEImportExtractor
│   ├── PESectionExtractor
│   └── ...
├── ELFExtractor (redb/extractors/elf_extractor.py)
│   ├── ELFFeaturesExtractor
│   ├── ELFImportExtractor
│   └── ...
├── MachOExtractor (redb/extractors/macho_extractor.py)
│   ├── MachOFeaturesExtractor
│   ├── MachOImportExtractor
│   └── ...
└── [Format-agnostic extractors]
    ├── BasicPropertiesExtractor
    ├── HashExtractor
    ├── DIEExtractor
    ├── CAPAExtractor
    ├── YaraExtractor
    └── StringsExtractor
```

Each concrete extractor implements:
- `tag()` — returns a `Tag` enum value identifying the extraction category
- `extract()` — performs the analysis, returns a dataclass instance or `None`
- `prepare_export_data(exporter_type)` — formats data for Elasticsearch or ClickHouse
- `get_clickhouse_table()` — returns the target ClickHouse table name

The format-specific base class (e.g., `PEExtractor`) handles:
- Accepting a pre-parsed object (e.g., `pe=`) to avoid redundant parsing
- Providing shared helper methods used by multiple sub-extractors
- Passing `precomputed_hashes` to the parent `Extractor.__init__()` when available

The ingestor dispatches extractors by filetype detected via Magika, running format-agnostic extractors (BasicProperties, Hashes, DIE, CAPA, YARA) followed by the format-specific list.

### 3.2 APK Extractor Architecture

```
Extractor
└── APKExtractor (NEW — redb/extractors/apk_extractor.py)
    ├── APKFeaturesExtractor      (redb/extractors/apk_extractors/apk_features.py)
    ├── APKManifestExtractor      (redb/extractors/apk_extractors/apk_manifest.py)
    ├── APKPermissionsExtractor   (redb/extractors/apk_extractors/apk_permissions.py)
    ├── APKSignatureExtractor     (redb/extractors/apk_extractors/apk_signature.py)
    ├── APKDexExtractor           (redb/extractors/apk_extractors/apk_dex.py)
    ├── APKResourceExtractor      (redb/extractors/apk_extractors/apk_resources.py)
    ├── APKNativeLibExtractor     (redb/extractors/apk_extractors/apk_native_libs.py)
    └── APKInconsistencyTestsExtractor (redb/extractors/apk_extractors/apk_inconsistency_tests.py)
```

The `APKExtractor` base class will:
- Accept an optional pre-parsed `androguard.core.apk.APK` object (`apk=`) to share across sub-extractors
- Parse the APK once in `__init__` if not provided
- Provide shared helpers: `_get_manifest()`, `_get_certificates()`, `_list_files()`, `_is_valid_apk()`

### 3.3 Ingestor Integration

In `ingestor.py:process_binary_file()`, the `elif filetype == "apk"` branch will be expanded to:

1. Parse the APK once using Androguard (`APK(filepath)`)
2. Run format-agnostic extractors (BasicProperties, Hashes, DIE, YARA) — same as PE/ELF/Mach-O
3. Run APK-specific extractors with the shared `apk` object
4. Run Strings + IOC extractors if applicable

---

## 4. Extractor Specifications

### 4.1 APKFeaturesExtractor

**Purpose:** Core APK metadata — the equivalent of `PEFeaturesExtractor` or `ELFFeaturesExtractor`.

**Extracted fields:**
- `package_name` — Android package identifier (e.g., `com.example.app`)
- `app_name` — Human-readable application name
- `version_code` — Internal integer version
- `version_name` — Display version string (e.g., `"1.2.3"`)
- `min_sdk_version` — Minimum Android API level
- `target_sdk_version` — Target Android API level
- `compile_sdk_version` — Compile SDK (if available)
- `main_activity` — Launcher activity class name
- `is_debuggable` — Whether `android:debuggable="true"`
- `allow_backup` — Whether `android:allowBackup="true"`
- `uses_cleartext_traffic` — Whether `android:usesCleartextTraffic="true"`
- `supported_abis` — List of ABIs from `lib/` directory (e.g., `["arm64-v8a", "armeabi-v7a"]`)
- `dex_count` — Number of DEX files
- `total_dex_size` — Combined DEX file size in bytes
- `total_file_count` — Total number of files in the APK archive
- `has_native_code` — Whether `lib/` contains `.so` files
- `has_assets` — Whether `assets/` directory is non-empty
- `uses_libraries` — Declared `<uses-library>` entries
- `earliest_content_modification` — Earliest timestamp from ZIP entry metadata
- `latest_content_modification` — Latest timestamp from ZIP entry metadata
- `contains_embedded_apk` — Whether the archive contains nested APK files (flag only)

**Tag:** `APK_FEATURES`
**ClickHouse table:** `redb_apk_features`

### 4.2 APKManifestExtractor

**Purpose:** Full AndroidManifest.xml component enumeration, mirroring what VirusTotal and Koodous display.

**Extracted fields:**
- `activities` — List of Activity class names with `exported` flag
- `services` — List of Service class names with `exported` flag
- `receivers` — List of BroadcastReceiver class names with `exported` flag
- `providers` — List of ContentProvider class names with `exported` flag
- `intent_filters_by_action` — Aggregated list of all intent filter actions
- `intent_filters_by_category` — Aggregated list of all intent filter categories
- `uses_features` — Declared hardware/software features (e.g., `android.hardware.camera`)
- `meta_data` — Key-value pairs from `<meta-data>` elements
- `manifest_xml` — Full decompiled AndroidManifest.xml as plain text

**Tag:** `APK_MANIFEST`
**ClickHouse table:** `redb_apk_manifest` (one row per APK for aggregated data), `redb_apk_components` (one row per component)

### 4.3 APKPermissionsExtractor

**Purpose:** Dedicated permission analysis with protection-level classification and permhash computation.

**Extracted fields:**
- `permissions` — List of requested permissions with protection level (`normal`, `dangerous`, `signature`, `signatureOrSystem`)
- `dangerous_permissions` — Filtered list of dangerous permissions only
- `dangerous_permission_count` — Count of dangerous permissions
- `custom_permissions` — Permissions defined by the app itself (`<permission>` declarations)
- `total_permission_count` — Total number of requested permissions
- `permhash` — SHA-256 of sorted permission list (Mandiant/Google permhash — https://github.com/google/permhash)

The `permhash` value will also be added to the `Hashes` dataclass in `redb/models/dataclasses.py` so it appears alongside `imphash`, `symhash`, etc. in the unified hash record.

**Tag:** `APK_PERMISSIONS`
**ClickHouse table:** `redb_apk_permissions` (one row per permission per APK)

### 4.4 APKSignatureExtractor

**Purpose:** Certificate and signing scheme analysis, analogous to `PESignatureExtractor` and `MachOSignatureExtractor`.

**Extracted fields:**
- `signature_scheme_versions` — Which signing schemes are present (v1 JAR, v2, v3, v4)
- `is_signed` — Whether the APK has a valid signature
- `number_of_certificates` — Certificate count in the chain
- `x509_certificates` — List of certificate details:
  - `subject` (Distinguished Name)
  - `issuer` (Distinguished Name)
  - `serial_number`
  - `valid_from` / `valid_to`
  - `thumbprint_sha1`
  - `thumbprint_sha256`
  - `algorithm`
  - `key_size`
  - `is_self_signed`
- `signer_subject` — Primary signer's subject DN (convenience field)
- `signer_issuer` — Primary signer's issuer DN

**Tag:** `APK_SIGNATURE`
**ClickHouse table:** `redb_apk_signature`

### 4.5 APKDexExtractor

**Purpose:** DEX file analysis — summarized with categorized API usage (not full method enumeration).

**Output structure (per DEX file):**

- `filename` — DEX filename (e.g., `classes.dex`)
- `sha256` — SHA-256 of the DEX file
- `class_count` — Total number of classes
- `method_count` — Total number of methods
- `string_count` — Total number of string constants
- `top_packages` — List of `{package, class_count}` for top-level Java packages
- `api_usage` — Categorized sensitive API calls:
  - `reflection` — `java.lang.reflect.*`, `Class.forName`, etc.
  - `crypto` — `javax.crypto.*`, `java.security.*`
  - `dynamic_loading` — `DexClassLoader`, `PathClassLoader`, `InMemoryDexClassLoader`
  - `telephony` — `TelephonyManager` methods
  - `sms` — `SmsManager`, `SmsReceiver`
  - `network` — `HttpURLConnection`, `OkHttp`, `Volley`, `Retrofit`
  - `native` — `System.loadLibrary`, `Runtime.exec`
  - `device_info` — `Build.*`, `Settings.Secure.ANDROID_ID`, IMEI/IMSI access
  - `file_io` — `FileOutputStream`, `SharedPreferences`, `SQLiteDatabase`
  - `ipc` — `ContentResolver`, `BroadcastReceiver`, `Binder`
- `obfuscation_indicators`:
  - `short_class_names_pct` — Percentage of classes with names <= 2 chars
  - `short_method_names_pct` — Percentage of methods with names <= 2 chars
  - `non_ascii_identifiers` — Count of identifiers with non-ASCII characters
  - `avg_class_name_length` — Average class name length

**Tag:** `APK_DEX`
**ClickHouse table:** `redb_apk_dex` (one row per DEX file), `redb_apk_dex_api_usage` (one row per API category per DEX)

### 4.6 APKResourceExtractor

**Purpose:** Inventory of embedded resources with filetype detection for suspicious content.

**Extracted fields:**
- `total_resource_count` — Total files in `res/` and `assets/`
- `total_resource_size` — Combined size
- `resource_inventory` — List of `{path, size, sha256, filetype_magika}` for each file
- `suspicious_files` — Files detected as ELF, PE, DEX, APK, ZIP, script, or other executable types
- `suspicious_file_count` — Count of suspicious files

**Tag:** `APK_RESOURCES`
**ClickHouse table:** `redb_apk_resources`

### 4.7 APKNativeLibExtractor

**Purpose:** Inventory of native `.so` libraries per ABI. No deep ELF analysis (inventory only).

**Extracted fields:**
- `native_lib_count` — Total `.so` file count
- `abis` — List of ABI directories present (e.g., `["arm64-v8a", "x86"]`)
- `native_libs` — List of `{abi, filename, size, sha256}` per `.so` file
- `known_packer_libs` — Any `.so` files matching known packer/protector library names (e.g., `libjiagu.so`, `libsecexe.so`, `libDexHelper.so`, `libprotectClass.so`)

**Tag:** `APK_NATIVE_LIBS`
**ClickHouse table:** `redb_apk_native_libs`

### 4.8 APKInconsistencyTestsExtractor

**Purpose:** Anomaly and anti-analysis detection, analogous to `PEInconsistencyTestsExtractor`.

**Extracted fields:**
- `test_zip_bomb` — Compression ratio exceeds threshold
- `test_zip_duplicate_entries` — ZIP contains duplicate filenames
- `test_zip_path_traversal` — ZIP entries with `../` path traversal
- `test_zip_suspicious_timestamps` — Timestamps in the future or at epoch (1980-01-01)
- `test_hidden_dex_files` — DEX files outside standard `classes*.dex` naming or in unexpected locations
- `test_manifest_component_mismatch` — Declared components that don't exist in DEX, or undeclared code
- `test_debuggable_release` — `android:debuggable="true"` combined with a release signature
- `test_emulator_detection_strings` — Presence of Build.FINGERPRINT/MANUFACTURER emulator check strings in DEX
- `test_debugger_detection` — Presence of `Debug.isDebuggerConnected()` calls
- `test_root_detection` — Presence of root detection patterns (su binary checks, Superuser.apk)

**Tag:** `APK_INCONSISTENCY_TESTS`
**ClickHouse table:** `redb_apk_inconsistency_tests`

---

## 5. New Dependencies

### 5.1 Required

| Library | Version | License | Purpose |
|---------|---------|---------|---------|
| **androguard** | >=4.1 | Apache 2.0 | Core APK parsing: binary XML manifest, DEX analysis, certificate extraction, permissions |
| **permhash** | latest | Apache 2.0 | Compute permhash (SHA-256 of sorted permissions) for APK clustering |

### 5.2 Already Available (no changes)

| Library | Current Version | Usage |
|---------|----------------|-------|
| `zipfile` (stdlib) | — | APK archive traversal, ZIP anomaly detection |
| `pyelftools` | 0.32 | Could be used for native .so analysis if scope expands |
| `lief` | 0.17.3 | Has `lief.DEX` module; complement to androguard for DEX class/method enumeration |
| `cryptography` | 43.0.3 | Certificate chain validation (used by PE/Mach-O signature extractors) |
| `Pillow` | 10.4.0 | Icon extraction if needed |
| `magika` | 1.0.1 | Filetype detection for embedded resources |

### 5.3 Future Consideration

| Library | License | Purpose | Notes |
|---------|---------|---------|-------|
| **APKiD** | GPL-3.0 or Commercial (perpetual, royalty-free) | Packer/protector/obfuscator identification | "PEiD for Android". Detects compilers (dx, dexlib, r8), packers (AppGuard, DingXiang, JiaguK), obfuscators (DexGuard, BlackObfuscator), protectors (DexProtector, DxShield), anti-VM/debug/root. Commercial license is perpetual and allows binary redistribution: https://github.com/rednaga/APKiD/blob/master/LICENSE.COMMERCIAL |
| **apksigtool** | MIT | APK Signature Scheme v2/v3/v4 verification | androguard handles v1 well; apksigtool provides more thorough v2+ support |
| **quark-engine** | GPL-3.0 | Behavioral analysis scoring | Similar to CAPA but for Android. Stretch goal |

---

## 6. Data Model Changes

### 6.1 New Dataclasses

Add to `redb/models/dataclasses.py`:
- `APKFeatures`
- `APKManifestComponent`
- `APKPermission`
- `APKCertificate`
- `APKCodeSigningInfo`
- `APKDexFile`
- `APKDexApiUsage`
- `APKResource`
- `APKNativeLib`
- `APKInconsistencyTests`

See Tech Annex for full field definitions.

### 6.2 Existing Dataclass Changes

**`Hashes` dataclass** — add:
```python
permhash: Optional[str] = None  # APK: SHA-256 of sorted permissions (Mandiant/Google)
```

### 6.3 Tag Enum Additions

Add to `redb/extractors/enum.py`:
```python
# APK
APK_FEATURES = "apk_features"
APK_MANIFEST = "apk_manifest"
APK_PERMISSIONS = "apk_permissions"
APK_SIGNATURE = "apk_signature"
APK_DEX = "apk_dex"
APK_RESOURCES = "apk_resources"
APK_NATIVE_LIBS = "apk_native_libs"
APK_INCONSISTENCY_TESTS = "apk_inconsistency_tests"
```

---

## 7. Implementation Phases

### Phase 1 — Core Extractors

1. `APKExtractor` base class + `APKFeaturesExtractor`
2. `APKManifestExtractor`
3. `APKPermissionsExtractor` (including permhash)
4. `APKSignatureExtractor`
5. `APKDexExtractor`
6. `APKResourceExtractor`
7. `APKNativeLibExtractor`
8. Ingestor integration (wire up dispatch in `process_binary_file()`)
9. Hashes dataclass update (add `permhash`)

### Phase 2 — Detection and Anomalies

10. `APKInconsistencyTestsExtractor`
11. Wire up existing format-agnostic extractors for APK (YARA, Strings, IOC)

### Phase 3 — Future (out of scope for this PDD)

- APKiD integration for packer/protector detection
- Deep native library analysis (run ELF pipeline on extracted `.so` files)
- Recursive APK ingestion
- androguard-yara module integration for YARA rules matching on APK metadata

---

## 8. Testing Strategy

- Unit tests per extractor using known APK samples (benign + malicious)
- Validate output against VirusTotal reports for the same samples (cross-reference fields)
- Edge cases: split APKs, obfuscated APKs, packed APKs, APKs with no native code, APKs with no DEX, corrupted APKs
- Integration test: full pipeline run (ingest APK, verify all extractors produce output, verify ClickHouse/ES export)