Mahasweta Sarkar

74 papers A* 1B 15C 3Misc 4Journal 27Unranked 23
YearRankTypeTitle / Venue / Authors
2026 J jnl
Biomed. Signal Process. Control.
Hamed Mojtahed, Ramesh R. Rao, Christopher Paolini, Mahasweta Sarkar
2025 conf
MeditCom
Sayandip Pal, Mahasweta Sarkar, Santosh V. Nagaraj
2024 B conf
WCNC
Somayeh Komeylian, Albena Dimitrova Mihovska, Mahasweta Sarkar, Christopher Paolini
2024 J jnl
IEEE Trans. Veh. Technol.
Santosh V. Nagaraj, Mahasweta Sarkar
2023 Misc conf
COMSNETS
Somayeh Komeylian, Christopher Paolini, Mahasweta Sarkar
2023 Misc conf
COMSNETS
Somayeh Komeylian, Christopher Paolini, Mahasweta Sarkar
2023 conf
BioCAS
Shreyas Narasimhiah Ramesh, Mahasweta Sarkar, Michel A. Audette, Christopher Paolini
2023 conf
CCNC
Christopher Paolini, Somayeh Komeylian, Rahul Raghav, Mahasweta Sarkar
2023 C conf
TENCON
Mou Dutta, Subhasish Dhal, Ashi Saxena, Mahasweta Sarkar
2023 J jnl
IEEE Access
Hamed Mojtahed, Ramesh R. Rao, Christopher Paolini, Mahasweta Sarkar
2022 conf
BlackSeaCom
Christopher Paolini, Ved Bhrugu Sharma, Mahasweta Sarkar
2022 conf
BlackSeaCom
Santosh V. Nagaraj, Mahasweta Sarkar
2022 J jnl
Int. J. Interdiscip. Telecommun. Netw.
Hemalatha Alapati, Christopher Paolini, Suchismita Chinara, Mahasweta Sarkar
2022 conf
BlackSeaCom
Sai Shruthi Gadhiraju, Mahasweta Sarkar, Santosh V. Nagaraj
2021 conf
WTS
Aarti Gehani, Sri Harsha Shatagopam, Rahul Raghav, Mahasweta Sarkar, Christopher Paolini
2021 conf
ANTS
Vineet Kandunuri, Mahasweta Sarkar, Christopher Paolini
2021 J jnl
IEEE Syst. J.
Shams Al Ajrawi, Arafat Al-Dweik, Ramesh R. Rao, Mahasweta Sarkar
2021 conf
WTS
Biswa P. S. Sahoo, Satyabrata Swain, Hung-Yu Wei, Mahasweta Sarkar
2021 J jnl
CoRR
Biswa P. S. Sahoo, Satyabrata Swain, Hung-Yu Wei, Mahasweta Sarkar
2020 J jnl
Array
Mohammadhasan Miri, Yousef Darmani, Kamal Mohamedpour, R. Lal Tummala, Mahasweta Sarkar
2020 J jnl
IEEE Commun. Lett.
Mohammadhasan Miri, Yousef Darmani, Kamal Mohamedpour, Mehdi Yaghoubi, Mahasweta Sarkar
2020 conf
GHTC
Kishore Bharathkumar, Christopher Paolini, Mahasweta Sarkar
2020 J jnl
Int. J. Interdiscip. Telecommun. Netw.
Kinjal Gala, Paul David Bryden, Christopher Paolini, Matthew Wang, Albena Dimitrova Mihovska, Mahasweta Sarkar
2020 conf
CCNC
Christopher Paolini, Hrishikesh Adigal, Mahasweta Sarkar
2019 J jnl
IEEE Syst. J.
Sourav Kanti Addya, Ashok Kumar Turuk, Anurag Satpathy, Bibhudatta Sahoo, Mahasweta Sarkar
2019 conf
BlackSeaCom
Harshini Harikrishnan, Mahasweta Sarkar, Santosh V. Nagaraj, Albena Mihovska
2019 J jnl
Comput. Networks
Mohammadhasan Miri, Kamal Mohamedpour, Yousef Darmani, Mahasweta Sarkar, R. Lal Tummala
2019 J jnl
IET Networks
Mohammadhasan Miri, Kamal Mohamedpour, Yousef Darmani, Mahasweta Sarkar
2019 B conf
GLOBECOM
Christopher Paolini, Davit Soselia, Harsimran Baweja, Mahasweta Sarkar
2019 B conf
GLOBECOM
Santosh V. Nagaraj, Nikhil Namala, Mahasweta Sarkar
2019 conf
SpringSim
Haben Yhdego, Jiang Li, Steven Morrison, Michel A. Audette, Christopher Paolini, Mahasweta Sarkar, Hamid Reza Okhravi
2018 J jnl
IEEE Syst. J.
Sourav Kanti Addya, Ashok Kumar Turuk, Bibhu Datta Sahoo, Anurag Satpathy, Mahasweta Sarkar
2018 conf
SmartCitiesSecurity@MobiHoc
Apoorva Deshpande, Mahasweta Sarkar, Hrishikesh Adigal, Reza Sabzehgar, Mohammad Rasouli
2018 J jnl
Iran J. Comput. Sci.
Sanjay Kumar Biswash, Mahasweta Sarkar, Dhirendra Kumar Sharma
2018 J jnl
Future Gener. Comput. Syst.
Shams Al Ajrawi, Hayden Bialek, Mahasweta Sarkar, Ramesh R. Rao, Syed Hassan Ahmed
2018 J jnl
CoRR
Jaydip Sen, Moonkun Lee, Sunghyeon Lee, Yeongbok Choe, Menachem Domb, Arpan Pal, Hemant Kumar Rath, Samar Shailendra, Abhijan Bhattacharyya, Albena Mihovska, Mahasweta Sarkar, Hyun Jung Lee, MyungHo Kim, Alexandru Averian
2018 conf
ANTS
Santosh V. Nagaraj, Mahasweta Sarkar
2018 conf
WTS
Bhavesh Hiranandani, Mahasweta Sarkar, Albena Mihovska, Aniruddha Das
2017 B conf
IWCMC
Jinendar Lalwani Ashok Kumar, Mahasweta Sarkar, Sidhant Mohanty, Syed Hassan Ahmed
2017 J jnl
Wirel. Pers. Commun.
Sanjay Kumar Biswash, Santosh V. Nagaraj, Mahasweta Sarkar, Naga Rajesh Narra
2017 B conf
IWCMC
Gaurav Kulkarni, Mahasweta Sarkar, Santosh V. Nagaraj, Syed Hassan Ahmed
2017 J jnl
Ad Hoc Sens. Wirel. Networks
Shalli Rani, Rajneesh Talwar, Jyoteesh Malhotra, Syed Hassan Ahmed, Mahasweta Sarkar, Houbing Song
2017 B conf
IWCMC
Md. Faisal Murad Hossain, Mahasweta Sarkar, Syed Hassan Ahmed
2016 J jnl
Int. J. Ultra Wideband Commun. Syst.
Sandipan Basu, Mahasweta Sarkar, Santosh V. Nagaraj, Suchismita Chinara
2016 conf
INFOCOM Workshops
Kiran Kushalad, Mahasweta Sarkar, Pragnesh V. Patel
2016 J jnl
IEEE Access
Ahmad Naseem Alvi, Safdar Hussain Bouk, Syed Hassan Ahmed, Muhammad Azfar Yaqub, Mahasweta Sarkar, Houbing Song
2016 conf
INFOCOM Workshops
Pragnesh V. Patel, Mahasweta Sarkar, Santosh V. Nagaraj, Kiran Kushalad
2016 J jnl
J. Commun. Networks
Kyuho Son, Ranjini Guruprasad, Santosh V. Nagaraj, Mahasweta Sarkar, Sujit Dey
2016 C conf
BSN
Rutul Patel, Pragnesh V. Patel, Jinendar Lalwani, Mahasweta Sarkar, Santosh V. Nagaraj
2016 C conf
BSN
Pragnesh V. Patel, Jinendar Lalwani Ashok Kumar, Mahasweta Sarkar, Santosh V. Nagaraj
2015 J jnl
Sensors
Shalli Rani, Rajneesh Talwar, Jyoteesh Malhotra, Syed Hassan Ahmed, Mahasweta Sarkar, Houbing Song
2015 conf
IEEE ANTS
Sourav Kanti Addya, Ashok Kumar Turuk, Bibhudatta Sahoo, Mahasweta Sarkar
2015 Misc conf
ICNC
Sanjay Kumar Biswash, Mahasweta Sarkar, Santosh V. Nagaraj
2014 J jnl
Int. J. Handheld Comput. Res.
Sanjay Kumar Biswash, Santosh V. Nagaraj, Mahasweta Sarkar
2014 Misc conf
ICNC
Santosh V. Nagaraj, Mahasweta Sarkar
2013 B conf
IWCMC
Sahana Pillappaiah, Mahasweta Sarkar, Santosh V. Nagaraj, Christopher Paolini
2013 B conf
IWCMC
R. Balasubramaniam, Santosh V. Nagaraj, Mahasweta Sarkar, Christopher Paolini, Paras Khaitan
2013 B conf
WCNC
Kyuho Son, Santosh V. Nagaraj, Mahasweta Sarkar, Sujit Dey
2012 conf
MFI
Aliabbas Vohra, Mahasweta Sarkar, Gordon Lee
2012 conf
IEEE ANTS
Vishal Rajyaguru, Bheemarjuna Reddy Tamma, B. S. Manoj, Mahasweta Sarkar
2011 J jnl
EURASIP J. Wirel. Commun. Netw.
Mahasweta Sarkar, Christopher Paolini
2011 B conf
IWCMC
Mahasweta Sarkar, Santosh V. Nagaraj, Imran Haider Balsania
2010 conf
SUTC/UMC
Sultan Budhwani, Mahasweta Sarkar, Santosh V. Nagaraj
2010 B conf
IWCMC
Mahasweta Sarkar, Jeemil Shah
2009 conf
VTC Fall
Santosh V. Nagaraj, Mahasweta Sarkar
2009 J jnl
Int. J. Auton. Adapt. Commun. Syst.
Sunil Kumar, Mahasweta Sarkar, Mehul Nalin Vora
2008 A* conf
INFOCOM
Pavan Nuggehalli, Mahasweta Sarkar, Kishor Kulkarni, Ramesh R. Rao
2008 J jnl
J. Inf. Process. Syst.
Sunil Kumar, Mahasweta Sarkar, Supraja Gurajala, John D. Matyjas
2007 B conf
WCNC
Mahasweta Sarkar, Rene L. Cruz
2007 J jnl
Comput. Networks
Mahasweta Sarkar, Rene L. Cruz
2007 B conf
IWCMC
Mahasweta Sarkar, Supraja Gurajala, Sunil Kumar
2007 B conf
PIMRC
Mahasweta Sarkar, Supraja Gurajala, Sunil Kumar
2007 B conf
GLOBECOM
Pavan Nuggehalli, Mahasweta Sarkar, Ramesh R. Rao
2006
Mahasweta Sarkar
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)