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iOS --- 埋点方案探讨

iOS --- 埋点方案探讨

作者: 梦回蓝桥 | 来源:发表于2018-08-24 17:49 被阅读280次

在博客开始之前,先说说目前多数开发者使用的几种埋点方案

  • 代码复制黏贴到需要统计的类和方法中,工作量大,不利维护
  • 使用Method Swizzling机制进行方法替换,将埋点代码统一管理(全局)
  • AOP-利用Aspect框架对需要进行统计的方法进行挂钩(hook),并注入包含了统计逻辑的代码块(block)
  • 目前本项目中使用的埋点方案
一:使用Method Swizzling机制进行方法替换,将埋点代码统一管理(全局)

使用场景:需要监听全局的某一类的同一方法
这种方案被监听的方法单一,但会影响全局的所有的类的该方法

#import "SXSwizzleTool.h"
#import <objc/runtime.h>
@implementation SXSwizzleTool

+ (void)SXSwizzleWithClass:(Class)processedClass originalSelector:(SEL)originSelector swizzleSelector:(SEL)swizzlSelector
{
    Method originalMethod = class_getInstanceMethod(processedClass, originSelector);
    Method swizzleMethod = class_getInstanceMethod(processedClass, swizzlSelector);
    BOOL didAddMethod = class_addMethod(processedClass, originSelector, method_getImplementation(swizzleMethod), method_getTypeEncoding(swizzleMethod));
    if (didAddMethod) {
        class_replaceMethod(processedClass, swizzlSelector, method_getImplementation(originalMethod), method_getTypeEncoding(originalMethod));
    }else{
        method_exchangeImplementations(originalMethod, swizzleMethod);
    }
}

@end


VC分类中交换viewDidAppear:viewDidDisappear:方法

@implementation UIViewController (SX)
+ (void) load
{
    static dispatch_once_t onceToken;
    dispatch_once(&onceToken, ^{

        SEL originalAppearSelector = @selector(viewDidAppear:);
        SEL swizzleAppearSelector = @selector(swizzleViewDidAppear:);
        [SXSwizzleTool sxSwizzleToolWithClass:[self class] originalSelector:originalAppearSelector swizzleSelector:swizzleAppearSelector];

        SEL originalDisAppearSelector = @selector(viewDidDisappear:);
        SEL swizzleDisAppearSelector = @selector(swizzleViewDidDisappear:);
        [SXSwizzleTool sxSwizzleToolWithClass:[self class] originalSelector:originalDisAppearSelector swizzleSelector:swizzleDisAppearSelector];
    });
}

- (void) swizzleViewDidAppear:(BOOL)animated
{
    [self swizzleViewDidAppear:animated];
    if (!self.isNeedMD) {
        return;
    }

    self.mdModel.entry_time = [self getNowTimeString];
    // 获取位置信息
    [self getLocation];
}

- (void) swizzleViewDidDisappear:(BOOL)animated
{
    [self swizzleViewDidDisappear:animated];
    if (!self.isNeedMD) {
        return;
    }
    // 上传
    [self uploadMDdata];
}


涉及到点击事件时交换sendAction:to:forEvent:方法

@implementation UIControl (SX)
+ (void) load
{
    static dispatch_once_t onceToken;
    dispatch_once(&onceToken, ^{
        SEL originSEL = @selector(sendAction:to:forEvent:);
        SEL swizzleSEL = @selector(swizzleSendAction:to:forEvent:);
        [SXSwizzleTool SXSwizzleWithClass:[self class] originalSelector:originSEL swizzleSelector:swizzleSEL];
    });
}

- (void)swizzleSendAction:(SEL)action to:(id)target forEvent:(UIEvent *)event{

    [self swizzleSendAction:action to:target forEvent:event];

    if (!self.isNeedSwizzle) {
        return;
    }

    NSString *pathString = [[NSBundle mainBundle]pathForResource:@"MaidianVCList" ofType:@"plist"];
    NSDictionary *plistDic = [NSDictionary dictionaryWithContentsOfFile:pathString];

    // 获取当前SEL string
    NSString *selectorName = NSStringFromSelector(action);
    // 获取当前类名
    NSString *targetName = NSStringFromClass([target class]);
    // 获取当前vc 对应的 dic
    NSDictionary *controllerDic = plistDic[targetName];
    // 之后对此dic做相应的处理
}


Plist根据实际需求配置

屏幕快照 2018-08-24 下午3.35.47.png

当然,同样的效果,你也可直接使用AOP方案来实现

// VC分类中
+ (void)load{
    [UIViewController aspect_hookSelector:@selector(viewDidAppear:)
                          withOptions:AspectPositionAfter
                           usingBlock:^(id<AspectInfo>aspectInfo){
                               NSString *className = NSStringFromClass([[aspectInfo instance] class]);;
                               // 执行埋点操作
                           } error:nil];
}

// UIControl分类中
+ (void)load{
    [UIViewController aspect_hookSelector:@selector(sendAction:to:forEvent:)
                          withOptions:AspectPositionAfter
                           usingBlock:^(id<AspectInfo>aspectInfo){
                               NSString *className = NSStringFromClass([[aspectInfo instance] class]);;
                              // 执行埋点操作
                           } error:nil];
}


Aspects是iOS平台一个轻量级的面向切面编程(AOP)框架,只包括两个方法:一个类方法,一个实例方法

+ (id<AspectToken>)aspect_hookSelector:(SEL)selector
                  withOptions:(AspectOptions)options
                   usingBlock:(id)block
                        error:(NSError **)error;

- (id<AspectToken>)aspect_hookSelector:(SEL)selector
                  withOptions:(AspectOptions)options
                   usingBlock:(id)block
                        error:(NSError **)error;


函数使用方式简单易懂,挂钩的方式为三种:

typedef NS_OPTIONS(NSUInteger, AspectOptions) {
    AspectPositionAfter   = 0,            /// 在原始方法后调用(默认)
    AspectPositionInstead = 1,            /// 替换原始方法
    AspectPositionBefore  = 2,            /// 在原始方法前调用

    AspectOptionAutomaticRemoval = 1 << 3 /// 在执行1次后自动移除
};


调用示例代码:

[UIViewController aspect_hookSelector:@selector(viewWillAppear:) withOptions:AspectPositionAfter usingBlock:^(id<AspectInfo> aspectInfo, BOOL animated) {
    //
} error:NULL];

二:在AppDelegate的类方法中根据Plist监听清单进行HOOK

场景需求:需要监听不同类,不同按钮,系统方法,及表单元点击事件

需要手动创建并管理埋点类的Plist文件

AspectMananer.m

#pragma mark --- 监控button的点击事件
+ (void)trackBttonEvent{

    __weak typeof(self) ws = self;

    //设置事件统计
    //放到异步线程去执行
    dispatch_async(dispatch_get_global_queue(DISPATCH_QUEUE_PRIORITY_DEFAULT, 0), ^{
        //读取配置文件,获取需要统计的事件列表
        NSString *path = [[NSBundle mainBundle] pathForResource:@"EventList" ofType:@"plist"];
        NSDictionary *eventStatisticsDict = [[NSDictionary alloc] initWithContentsOfFile:path];
        for (NSString *classNameString in eventStatisticsDict.allKeys) {
            //使用运行时创建类对象
            const char * className = [classNameString UTF8String];
            //从一个字串返回一个类
            Class newClass = objc_getClass(className);
        
            NSArray *pageEventList = [eventStatisticsDict objectForKey:classNameString];
            for (NSDictionary *eventDict in pageEventList) {
                //事件方法名称
                NSString *eventMethodName = eventDict[@"MethodName"];
                SEL seletor = NSSelectorFromString(eventMethodName);
                NSString *eventId = eventDict[@"EventId"];
            
                [ws trackEventWithClass:newClass selector:seletor eventID:eventId];
                [ws trackTableViewEventWithClass:newClass selector:seletor eventID:eventId];
                [ws trackParameterEventWithClass:newClass selector:seletor eventID:eventId];
            }
        }
    });
}



#pragma mark -- 1.监控button和tap点击事件(不带参数)
+ (void)trackEventWithClass:(Class)klass selector:(SEL)selector eventID:(NSString*)eventID{

    [klass aspect_hookSelector:selector withOptions:AspectPositionAfter usingBlock:^(id<AspectInfo> aspectInfo) {
    
        NSString *className = NSStringFromClass([aspectInfo.instance class]);
        NSLog(@"className--->%@",className);
        NSLog(@"event----->%@",eventID);
        if ([eventID isEqualToString:@"xxx"]) {
//            [EJServiceUserInfo isLogin]?[MobClick event:eventID]:[MobClick event:@"???"];
        }else{
//            [MobClick event:eventID];
        }
    } error:NULL];
}


#pragma mark -- 2.监控button和tap点击事件(带参数)
+ (void)trackParameterEventWithClass:(Class)klass selector:(SEL)selector eventID:(NSString*)eventID{

    [klass aspect_hookSelector:selector withOptions:AspectPositionAfter usingBlock:^(id<AspectInfo> aspectInfo,UIButton *button) {
    
        NSLog(@"button---->%@",button);
        NSString *className = NSStringFromClass([aspectInfo.instance class]);
        NSLog(@"className--->%@",className);
        NSLog(@"event----->%@",eventID);
    
    } error:NULL];
}


#pragma mark -- 3.监控tableView的点击事件
+ (void)trackTableViewEventWithClass:(Class)klass selector:(SEL)selector eventID:(NSString*)eventID{

    [klass aspect_hookSelector:selector withOptions:AspectPositionAfter usingBlock:^(id<AspectInfo> aspectInfo,NSSet *touches, UIEvent *event) {
    
        NSString *className = NSStringFromClass([aspectInfo.instance class]);
        NSLog(@"className--->%@",className);
        NSLog(@"event----->%@",eventID);
        NSLog(@"section---->%@",[event valueForKeyPath:@"section"]);
        NSLog(@"row---->%@",[event valueForKeyPath:@"row"]);
        NSInteger section = [[event valueForKeyPath:@"section"]integerValue];
        NSInteger row = [[event valueForKeyPath:@"row"]integerValue];
    
        //统计事件
        if (section == 0 && row == 1) {
//            [MobClick event:eventID];
        }
    } error:NULL];
}


Appdelegate.m调用

[AspectMananer trackBttonEvent];

看不明白的来这里 : 运行时Method Swizzling机制与AOP编程
事实上上述方案是直接从上述链接中复制过来的,因为通俗易懂,就没做自己的处理

三. 项目使用方案

作为贷款类app,我们对申请借款的几个流程界面进行了埋点处理,但现行的埋点方案并没做到完全解耦,有更好的方案可私信我,在此谢过!
我们的需求是每一个页面都要进行定位并获取用户的部分信息(包含进出页面时间、手机型号、网络ip、当前页面部分数据等)上传服务端

分类VC.h

#import <UIKit/UIKit.h>
#import "SXNavigationController.h"
#import <CoreLocation/CoreLocation.h>
#import "SXMDModel.h"
@interface UIViewController (SX)<CLLocationManagerDelegate>

/* 自定义导航控制器相关 */
@property (nonatomic, assign) BOOL enablePopGestureRecognizer;
@property (nonatomic, strong) SXNavigationController *sx_navigationController;


/* 埋点相关 */
@property (nonatomic, assign) BOOL isNeedMD;//是否需要埋点
@property (nonatomic, strong) SXMDModel *mdModel;//埋点model
@property (nonatomic, strong) CLLocationManager *locationmanager;

/*
 * requestId @param 订单id
 * pageTag   @param 类似于EventID
 * isNeedMD  @param 当前页面是否需要埋点
 */
- (void) transferRequestId:(NSString *)requestId pageTag:(NSString *)pageTag isNeedMD:(BOOL)isNeedMD;

@end

分类VC.m

#import "UIViewController+SX.h"
#import <objc/runtime.h>
#import "SXSwizzleTool.h"
#import "SXPersonalParam.h"
#import "SXUserModel.h"
#import "SXLogTool.h"
#import "SXCommonTool.h"
static char const * const ISNEEDMD = "isNeedMD";

@implementation UIViewController (SX)

- (BOOL)enablePopGestureRecognizer {
    return [objc_getAssociatedObject(self, _cmd) boolValue];
}

- (void)setEnablePopGestureRecognizer:(BOOL)enablePopGestureRecognizer {
    objc_setAssociatedObject(self, @selector(enablePopGestureRecognizer), @(enablePopGestureRecognizer), OBJC_ASSOCIATION_RETAIN);
}

- (SXNavigationController *)sx_navigationController {
    return objc_getAssociatedObject(self, _cmd);
}

- (void)setSx_navigationController:(SXNavigationController *)sx_navigationController {
    objc_setAssociatedObject(self, @selector(sx_navigationController), sx_navigationController, OBJC_ASSOCIATION_RETAIN);
}

/***********************埋点相关*************************/

- (BOOL) isNeedMD
{
    NSNumber *number = objc_getAssociatedObject(self, ISNEEDMD);
    return [number boolValue];
}

- (void) setIsNeedMD:(BOOL)isNeedMD
{
    NSNumber *number = [NSNumber numberWithBool:isNeedMD];
    objc_setAssociatedObject(self, ISNEEDMD, number, OBJC_ASSOCIATION_RETAIN);
}

- (SXMDModel *) mdModel
{
    return objc_getAssociatedObject(self, _cmd);
}

- (void) setMdModel:(SXMDModel *)mdModel
{
    objc_setAssociatedObject(self, @selector(mdModel), mdModel, OBJC_ASSOCIATION_RETAIN);
}

- (CLLocationManager *) locationmanager
{
    return objc_getAssociatedObject(self, _cmd);
}

- (void) setLocationmanager:(CLLocationManager *)locationmanager
{
    objc_setAssociatedObject(self, @selector(locationmanager), locationmanager, OBJC_ASSOCIATION_RETAIN);
}

+ (void) load
{
    static dispatch_once_t onceToken;
    dispatch_once(&onceToken, ^{

        SEL originalAppearSelector = @selector(viewDidAppear:);
        SEL swizzleAppearSelector = @selector(swizzleViewDidAppear:);
        [SXSwizzleTool sxSwizzleToolWithClass:[self class] originalSelector:originalAppearSelector swizzleSelector:swizzleAppearSelector];

        SEL originalDisAppearSelector = @selector(viewDidDisappear:);
        SEL swizzleDisAppearSelector = @selector(swizzleViewDidDisappear:);
        [SXSwizzleTool sxSwizzleToolWithClass:[self class] originalSelector:originalDisAppearSelector swizzleSelector:swizzleDisAppearSelector];
    });
}

- (void) swizzleViewDidAppear:(BOOL)animated
{
    [self swizzleViewDidAppear:animated];
    if (!self.isNeedMD) {
        return;
    }
    self.mdModel.entry_time = [self getNowTimeString];
    // 获取位置信息
    [self getLocation];
}

- (void) swizzleViewDidDisappear:(BOOL)animated
{
    [self swizzleViewDidDisappear:animated];
    if (!self.isNeedMD) {
        return;
    }
    // 上传(这里本人提出过数据存储,按时间段或者数据条数上传,未被采纳,说是后期再作考虑,然而......)
    [self uploadMDdata];
}

-(void)getLocation
{
    //判断定位功能是否打开
    if ([CLLocationManager locationServicesEnabled]) {
        self.locationmanager = [[CLLocationManager alloc]init];
        self.locationmanager.delegate = self;
        [self.locationmanager requestWhenInUseAuthorization];

        //设置寻址精度
        self.locationmanager.desiredAccuracy = kCLLocationAccuracyBest;
        self.locationmanager.distanceFilter = 5.0;
        [self.locationmanager startUpdatingLocation];
    }
}

#pragma mark CoreLocation delegate (定位失败)
-(void)locationManager:(CLLocationManager *)manager didFailWithError:(NSError *)error
{
    self.mdModel.latitude = @"";
    self.mdModel.longitude = @"";
}

#pragma mark 定位成功后则执行此代理方法
-(void)locationManager:(CLLocationManager *)manager didUpdateLocations:(NSArray<CLLocation *> *)locations
{
    [self.locationmanager stopUpdatingHeading];
    CLLocation *currentLocation = [locations lastObject];

    self.mdModel.latitude = [NSString stringWithFormat:@"%.5f",currentLocation.coordinate.latitude];
    self.mdModel.longitude = [NSString stringWithFormat:@"%.5f",currentLocation.coordinate.longitude];
}

#pragma mark - 上传埋点信息
- (void) uploadMDdata
{

    self.mdModel.submit_time = [self getNowTimeString];

    /* 添加埋点 */
    SXUserModel *model = [SXLogTool getLoginUser];

    CafintechSecurityForiOS *cafintechSecurity = [[CafintechSecurityForiOS alloc] init];

    NSString *deviceJson = [cafintechSecurity getPhoneInfoWithJsonStringLongitude:self.mdModel.longitude Latitude:self.mdModel.latitude];

    NSDictionary *deviceDic = [deviceJson jsonStringToDictionary];

    [deviceDic setValue:model.mobile forKey:@"mobile"];
    [deviceDic setValue:model.token forKey:@"token"];
    [deviceDic setValue:self.mdModel.requestId forKey:@"requestId"];
    [deviceDic setValue:self.mdModel.page_tag forKey:@"page_tag"];
    [deviceDic setValue:self.mdModel.entry_time forKey:@"entry_time"];
    [deviceDic setValue:self.mdModel.submit_time forKey:@"submit_time"];

    SXPersonalParam *param = [SXPersonalParam personalParamWithData:deviceDic serviceId:@"JUNCAI0055"];
    [SXCommonTool commonToolWithParam:param success:^(SXCommonResult *result) {
    
    } failure:^(NSError *error) {
    
    }];
}

- (void) transferRequestId:(NSString *)requestId pageTag:(NSString *)pageTag isNeedMD:(BOOL)isNeedMD
{
    self.mdModel = [[SXMDModel alloc]init];
    self.isNeedMD = isNeedMD;//也可嵌入mdModel
    self.mdModel.requestId = requestId;
    self.mdModel.page_tag = pageTag;
}

- (NSString *) getNowTimeString
{
    NSDate *date = [NSDate date];
    NSDateFormatter *formatter = [[NSDateFormatter alloc]init];
    formatter.dateFormat = @"yyyy-MM-dd HH:mm:ss";
    return [formatter stringFromDate:date];
}

@end


之所以说未完全从页面中分离出来,是因为需要在当前需要埋点的vc中做以下配置

- (void) viewWillAppear:(BOOL)animated
{
    [super viewWillAppear:animated];
    // requestId:订单号 pagTag:页面标志 isNeedMD:是否需要埋点
    [self transferRequestId:self.caseNumModel.requestId pageTag:@"2" isNeedMD:YES];
}


事实上从技术上是可以做到完全解耦,就是为每个页面生成一个model用于存储requestId、pageTag、isNeedMD等信息,在分类中取出即可,但是这样并没有比现有方案简单,所以暂不采纳!

运行时Method Swizzling机制与AOP编程
可复用而且高度解耦的用户统计埋点实现
关于埋点的思考
无侵入埋点

最后,有任何疑问或者建议,欢迎敲门骚扰!

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