Main Article Content
Abstract
This study aims to examine the effects of live streaming, flash sale, and customer review on impulse buying behavior of cosmetic products on the Shopee e-commerce platform among university students in Semarang City. This research employs a quantitative approach with a causal research design. Data were collected through questionnaires distributed to 96 respondents selected using a probability sampling technique. The data were analyzed using multiple linear regression with the assistance of SPSS software. The results show that live streaming has a positive and significant effect on impulse buying (t = 2.028; p < 0.05), indicating that real-time interaction and product visualization enhance consumers’ emotional engagement and stimulate spontaneous purchases. Flash sale has the strongest positive and significant effect (t = 3.640; p < 0.05), suggesting that time-limited promotions and perceived scarcity create urgency and encourage impulsive buying behavior. In contrast, customer review has a negative and insignificant effect (t = −0.279; p > 0.05), indicating that reviews tend to function as rational evaluation tools rather than emotional triggers. Simultaneously, all variables significantly influence impulse buying (F = 12.922; p < 0.05), with a coefficient of determination (R²) of 0.274. These findings suggest that impulse buying in e-commerce is primarily driven by emotional and promotional stimuli rather than informational factors. This study contributes to the understanding of consumer behavior in digital marketing contexts and provides practical implications for optimizing marketing strategies in e-commerce platforms.
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References
- Alsaraireh, J. M., Shamaileh, N. A., Saraireh, S., Al-Azzam, M. K., Kanaan, R. K., Mohammad, A., & Al-Hawary, S. S. (2022). The Impact of Online Reviews on Brand Equity. International Sciences Letters, 11(6), 1919–1928. https://doi.org/10.18576/isl/110608
- Annur. (2022). Platform Belanja Online Lewat Siaran Langsung Paling Banyak Digunaka. https://databoks.katadata.co.id/datapublishembed/136203/survei-jakpat-shopee-rajai-penggunaan-live-shopping-di-indonesia
- Aprilia, E. ., & Mahfudzi, R. (2020). Gaya Hidup Hedonisme Dan Impulse Buying Pada Mahasiswa. Jurnal Ecopsy, 7(2), 71–78. https://doi.org/10.20527/ecopsy.v7i2.7390
- Belch, G. E., & Belch, M. A. (2009). Advertising and promotion: An integrated marketing communication perspective (8th ed.). Pearson Education.
- Darwipat, D., Syam, A., & Marhawati. (2020). Pengaruh Program Flash Sale terhadap Perilaku Impulsive Buying Konsumen Marketplace. Journal of Economic Education and Entrepreneurship Studies, 1(2), 58–64. https://doi.org/10.26858/je3s.v1i2.87
- Do Minh, H., & Tran Hoai, N. (2026). Referral Reward Program Influence on Customer Engagement: The Role of Reward Type and Task Complexity. GOLDEN RATIO OF MARKETING AND APPLIED PSYCHOLOGY OF BUSINESS, 6(2), 335–352. https://doi.org/10.52970/grmapb.v6i2.1807
- Elnina, D. . (2022). Kemampuan self control mahasiswa ditinjau dari perilaku impulsive buying terhadap produk fashion. PSIKODINAMIKA: Jurnal Literasi Psikolog, 2(1), 1–19. https://media.neliti.com/media/publications/360040-kemampuan-self-control-mahasiswa-ditinja-5ab2db6d.pdf
- Erwin, Judijanto, L., Sepriano, & Rukmana, A. Y. (2025). Live Streaming Marketing Trend (Efitra (ed.)). Green Pustaka Indonesia Redaksi.
- Ghozali, I. (2016). Aplikasi Analisis Multivariate dengan Program IBM SPSS 25. In International Journal of Physiology (9th ed.). Semarang: Universitas Diponegoro.
- Ghozali, I. (2018a). Aplikasi Analisis Multivariate dengan Program IBM SPSS 20. UNDIP Press.
- Ghozali, I. (2018b). Aplikasi Analisis Multivariate dengan Program IBM SPSS 25. Badan Penerbit Universitas Diponegoro.
- Hafizhoh, F. R., Gunaningrat, R., & Akhmad, K. A. (2023). Potongan harga, live streaming, dan online customer review terhadap minat beli konsumen pada aplikasi TikTok Shop. Jurnal Publikasi Sistem Informasi Dan Manajemen Bisnis (JUPSIM), 2(3), 204–219. https://doi.org/10.55606/jupsim.v2i3.2023
- Harjayanti, D., Rovita, A., & Yuwono, T. (2020). Pengaruh Tingkat Pendidikan, Tingkat Literasi keuangan, Instrumen Literasi Keuangan pada Keputusan Pembelian pada Media Online (Studi Kasus Masyarakat di Daerah Tangerang Selatan). Jurnal MANDIRI: Ilmu Pengetahuan, Seni, Dan Teknologi, 4(2), 199–209. https://doi.org/10.33753/mandiri.v4i2.127
- Hertanto, A. ., Sulhaini, & Edi, H. . (2020). Effect of flash sale method, product knowledge and in home shopping tendency toward consumer online purchase decisions. RJOAS, 6(102), 97–108. https://doi.org/10.18551/rjoas.2020-06.12
- Istiasih, H. (2024). Consumer Emotions Under the Influence of AI: A TPB Based Approach to Impulse Buying Patterns in Personalized. United International Journal for Research & Technology, 6(3), 31–40. https://uijrt.com/paper/consumer-emotions-under-influence-ai
- Jonathan, J. (2025). Strategi Pemasaran Flash Sale Dalam Meningkatkan Efektivitas Digital Marketing. MOSAIC (Multidisciplinary Observations, Studies and Integrated Contexts), 1(2), 31–42. https://doi.org/10.1234/mosaic.v1i2.97
- Khoirunnisa, D., & Riva’i, A. R. (2023). Digital Marketing, Persepsi Harga, Dan Citra Merek Terhadap Kepuasan Konsumen. Journal Of Management and Bussines (JOMB), 5(1), 202–215. https://doi.org/10.31539/jomb.v5i1.5316
- Kotler, P & Keller, KL. (2012). Marketing Management, 14th Ed. Pearson Education Limited.
- Kotler, P., & Keller, K. (2017). Manajemen Pemasaran. Erlangga .
- Kunda, R. (2023). Pengantar bisnis: Manajemen, pembiayaan, pemasaran dan operasional. Global Eksekutif Teknologi.
- Li, Y., García-de-Frutos, N., & Ortega-Egea, J. M. (2025). Impulse buying in live streaming e-commerce: A systematic literature review and future research agenda. Computers in Human Behavior Reports, 19(2), 1–17. https://doi.org/10.1016/j.chbr.2025.100676
- Li, L., & Kang, K. (2023). Discovering online Chinese consumers’ impulse buying in live streaming by the theory of planned behavior. Journal of Economic Analysis, 3(2), 121–133. https://opus.lib.uts.edu.au/handle/10453/171807
- Li, M., Wang, Q., & Cao, Y. (2022). Understanding consumer online impulse buying in live streaming e-commerce: A stimulus-organism-response framework. International Journal of Environmental Research and Public Health, 19(7), 1–17. https://doi.org/10.3390/ijerph19074378
- Liu, X., & Jin, L. (2025). A study on the factors influencing consumer impulsive buying in live commerce: based on the Theory of Planned Behavior (TPB) model. Advances in Social Behavior Research, 16(8), 1–13. https://doi.org/10.54254/2753-7102/2025.28128
- Macheka, T., Quaye, E. S., & Ligaraba, N. (2024). The effect of online customer reviews and celebrity endorsement on young female consumers’ purchase intentions. Young Consumers, 25(4), 462–482. https://doi.org/10.1108/YC-05-2023-1749
- Masitoh, M. R., Wibowo, H. A., Prihatma, G. T., & Miharja, D. T. (2024). The influence of interactivity, online customer reviews, and trust on Shopee live streaming users’ impulse buying. Greenomika, 6(1), 41–53. https://doi.org/10.55732/unu.gnk.2024.06.1.5
- Maulana, C. A., & Maskur, A. (2023). Citra merek, kualitas produk, persepsi harga, dan promosi terhadap keputusan pembelian. Journal of Management and Bussines (JOMB), 5(1), 36–50. https://doi.org/10.31539/jomb.v5i1.5386
- Natasiah, U. (2024). Brand image, brand trust, and brand ambassador on purchase decisions of shopee E-commerce users in Pekanbaru City. Jurnal Manajemen Bisnis, 11(1), 120–134. https://doi.org/10.33096/jmb.v11i1.702
- Nighel, S., & Sharif, O. (2022). Pengaruh Flash Sale Terhadap Pembelian Impulsif E-commerce Shopee Di Jawa Barat. E-Proceeding of Management, 9(3), 1335–1334. https://openlibrarypublications.telkomuniversity.ac.id/index.php/management/article/view/18031
- Nyrhinen, J., Sirola, A., Koskelainen, T., Munnukka, J., & Wilska, T. A. (2024). Online antecedents for young consumers’ impulse buying behavior. Computers in Human Behavior, 153(10), 1–9. https://doi.org/10.1016/j.chb.2023.108129
- Prajana, A. ., Syafikarani, A., & Nastiti, N. . (2021). Pemanfaatan Video Streaming sebagai Media Pemasaran pada Fitur Shopee Live. TANRA : Jurnal Desain Komunikasi Visual Fakultas Seni Dan Desain Universitas Negeri Makassar, 8(2), 145–152. https://doi.org/10.26858/tanra.v8i2.22651
- Pratiwi, E., & Krishernawan, I. (2020). Mengelola customer Impulse Buying pada bisnis retail fashion. Damarwiyata Press.
- Putri, S. J., Yadewani, D., & Rahayu, S. (2025). Pengaruh Live Streaming, Flash Sale dan Promo Gratis Ongkir terhadap Perilaku Impulsive Buying pada Pengguna Aplikasi Tiktok. Jurnal Pustaka Manajemen (Pusat Akses Kajian Manajemen), 5(1), 9–15. https://mail.pustakagalerimandiri.co.id/jurnalpgm/index.php/pustakamanajemen/article/view/934
- Qu, Y., Khan, J., Su, Y., Tong, J., & Zhao, S. (2023). Impulse buying tendency in live-stream commerce: The role of viewing frequency and anticipated emotions influencing scarcity-induced purchase decision. Journal of Retailing and Consumer Services, 75(8), 1–12. https://doi.org/10.1016/j.jretconser.2023.103534
- Rahmawaty, I., Sa’adah, L., & Musyafaah, L. (2023). Pengaruh live streaming selling, review product, dan discount terhadap minat beli konsumen pada e-commerce Shopee. Urnal Riset Entrepreneurship, 6(3), 80–93. https://doi.org/10.30587/jre.v6i2.5956
- Sarah, S., & Sobari, N. (2022). The effect of live streaming on purchase intention of e-commerce customers. Proceeding of the International Conference on Family Business and Entrepreneurship, 3(1), 282–290. https://e-journal.president.ac.id/index.php/ICFBE/article/view/3781
- Sari, A. A. P., & Habib, M. A. F. (2023). Strategi pemasaran menggunakan fitur Shopee live streaming sebagai media promosi untuk meningkatkan daya tarik konsumen (Studi kasus thrift shop di Kabupaten Tulungagung). Jurnal Ilmiah Wahana Pendidikan, 9(17), 41–58. https://doi.org/10.5281/zenodo.8280759
- Sari, A. G., & Aquinia, A. (2024). Pengaruh Influencer Marketing Dan Online Customer Review Terhadap Purchase Intention. Jesya (Jurnal Ekonomi Dan Ekonomi Syariah), 7(2), 1353–1363. https://doi.org/10.36778/jesya.v7i2.1532
- Septiyani, S., & Hadi, E. D. (2024). Pengaruh Flash Sale, Live Streaming Dan Hedonic Shopping Motivation Terhadap Impulse Buying (Study Pembelian Produk Berrybenka Pada Pengguna Aplikasi Shopee). Jesya (Jurnal Ekonomi Dan Ekonomi Syariah), 7(1), 970–980. https://doi.org/10.36778/jesya.v7i1.1505
- Sombe, R., Pongtuluran, A. K., & Pagiu, C. (2023). Pengaruh Online Customer Review dan Diskon Harga terhadap Online Impulsive Buying Pengguna Shopee: Studi Kasus pada Mahasiswa Fakultas Ekonomi Angkatan 2022. Sammajiva: Jurnal Penelitian Bisnis Dan Manajemen, 1(4), 277–287. https://doi.org/10.47861/sammajiva.v1i4.567
- Suhyar, S. V, & Pratminingsih, S. A. (2023). Pengaruh live streaming dan trust terhadap impulsive buying dalam pembelian produk skincare skintific. Management Studies and Entrepreneurship Journal (MSEJ), 4(2), 1427–1438.
- Syamsiyah, Dhiyaus, A., & Nirawati, L. (2024). Pengaruh Live Streaming, Flash Sale, dan Cashback Terhadap Perilaku Impulse Buying pada Pengguna E-commerce Shopee di Surabaya. Al-Kharaj: Jurnal Ekonomi, Keuangan & Bisnis Syariah, 6(5), 5024–5036. https://doi.org/10.47467/alkharaj.v6i5.2119
- Utami, C. W. (2018). Manajemen ritel: Strategi dan implementasi operasional. Salemba Empat.
- Wardani, N. R. ., & Fachrunnisa, O. (2026). Brand Ambassador, Social Media Marketing, and Product Innovation Effects on Purchase Decisions: The Mediating Role of Brand Image in Indonesian Dairy Industry. Golden Ratio Of Marketing And Applied Psychology Of Business, 6(2), 421–437. https://doi.org/10.52970/grmapb.v6i2.1812
- Wibowo, F. N., Wulansari, N., & Zulfikar Yusya Mubarak, A. R. (2025). Analisis Perilaku Konsumen Digital. UNAIC Press.
- Wongkitrungrueng, A., & Assarut, N. (2020). The role of live streaming in building consumer trust and engagement with social commerce sellers. Journal of Business Research, 117(10), 543–556. https://doi.org/10.1016/j.jbusres.2018.08.032
- Yee, L.., & Zainal, N. (2025). Factors Influencing Impulse Buying Behaviour during Online Shopping among Youngsters Consumers, Klang Valley, Malaysia. International Journal of Academic Research in Business & Social Sciences, 15(2), 457–477. https://doi.org/10.6007/IJARBSS/v15-i2/24736
References
Alsaraireh, J. M., Shamaileh, N. A., Saraireh, S., Al-Azzam, M. K., Kanaan, R. K., Mohammad, A., & Al-Hawary, S. S. (2022). The Impact of Online Reviews on Brand Equity. International Sciences Letters, 11(6), 1919–1928. https://doi.org/10.18576/isl/110608
Annur. (2022). Platform Belanja Online Lewat Siaran Langsung Paling Banyak Digunaka. https://databoks.katadata.co.id/datapublishembed/136203/survei-jakpat-shopee-rajai-penggunaan-live-shopping-di-indonesia
Aprilia, E. ., & Mahfudzi, R. (2020). Gaya Hidup Hedonisme Dan Impulse Buying Pada Mahasiswa. Jurnal Ecopsy, 7(2), 71–78. https://doi.org/10.20527/ecopsy.v7i2.7390
Belch, G. E., & Belch, M. A. (2009). Advertising and promotion: An integrated marketing communication perspective (8th ed.). Pearson Education.
Darwipat, D., Syam, A., & Marhawati. (2020). Pengaruh Program Flash Sale terhadap Perilaku Impulsive Buying Konsumen Marketplace. Journal of Economic Education and Entrepreneurship Studies, 1(2), 58–64. https://doi.org/10.26858/je3s.v1i2.87
Do Minh, H., & Tran Hoai, N. (2026). Referral Reward Program Influence on Customer Engagement: The Role of Reward Type and Task Complexity. GOLDEN RATIO OF MARKETING AND APPLIED PSYCHOLOGY OF BUSINESS, 6(2), 335–352. https://doi.org/10.52970/grmapb.v6i2.1807
Elnina, D. . (2022). Kemampuan self control mahasiswa ditinjau dari perilaku impulsive buying terhadap produk fashion. PSIKODINAMIKA: Jurnal Literasi Psikolog, 2(1), 1–19. https://media.neliti.com/media/publications/360040-kemampuan-self-control-mahasiswa-ditinja-5ab2db6d.pdf
Erwin, Judijanto, L., Sepriano, & Rukmana, A. Y. (2025). Live Streaming Marketing Trend (Efitra (ed.)). Green Pustaka Indonesia Redaksi.
Ghozali, I. (2016). Aplikasi Analisis Multivariate dengan Program IBM SPSS 25. In International Journal of Physiology (9th ed.). Semarang: Universitas Diponegoro.
Ghozali, I. (2018a). Aplikasi Analisis Multivariate dengan Program IBM SPSS 20. UNDIP Press.
Ghozali, I. (2018b). Aplikasi Analisis Multivariate dengan Program IBM SPSS 25. Badan Penerbit Universitas Diponegoro.
Hafizhoh, F. R., Gunaningrat, R., & Akhmad, K. A. (2023). Potongan harga, live streaming, dan online customer review terhadap minat beli konsumen pada aplikasi TikTok Shop. Jurnal Publikasi Sistem Informasi Dan Manajemen Bisnis (JUPSIM), 2(3), 204–219. https://doi.org/10.55606/jupsim.v2i3.2023
Harjayanti, D., Rovita, A., & Yuwono, T. (2020). Pengaruh Tingkat Pendidikan, Tingkat Literasi keuangan, Instrumen Literasi Keuangan pada Keputusan Pembelian pada Media Online (Studi Kasus Masyarakat di Daerah Tangerang Selatan). Jurnal MANDIRI: Ilmu Pengetahuan, Seni, Dan Teknologi, 4(2), 199–209. https://doi.org/10.33753/mandiri.v4i2.127
Hertanto, A. ., Sulhaini, & Edi, H. . (2020). Effect of flash sale method, product knowledge and in home shopping tendency toward consumer online purchase decisions. RJOAS, 6(102), 97–108. https://doi.org/10.18551/rjoas.2020-06.12
Istiasih, H. (2024). Consumer Emotions Under the Influence of AI: A TPB Based Approach to Impulse Buying Patterns in Personalized. United International Journal for Research & Technology, 6(3), 31–40. https://uijrt.com/paper/consumer-emotions-under-influence-ai
Jonathan, J. (2025). Strategi Pemasaran Flash Sale Dalam Meningkatkan Efektivitas Digital Marketing. MOSAIC (Multidisciplinary Observations, Studies and Integrated Contexts), 1(2), 31–42. https://doi.org/10.1234/mosaic.v1i2.97
Khoirunnisa, D., & Riva’i, A. R. (2023). Digital Marketing, Persepsi Harga, Dan Citra Merek Terhadap Kepuasan Konsumen. Journal Of Management and Bussines (JOMB), 5(1), 202–215. https://doi.org/10.31539/jomb.v5i1.5316
Kotler, P & Keller, KL. (2012). Marketing Management, 14th Ed. Pearson Education Limited.
Kotler, P., & Keller, K. (2017). Manajemen Pemasaran. Erlangga .
Kunda, R. (2023). Pengantar bisnis: Manajemen, pembiayaan, pemasaran dan operasional. Global Eksekutif Teknologi.
Li, Y., García-de-Frutos, N., & Ortega-Egea, J. M. (2025). Impulse buying in live streaming e-commerce: A systematic literature review and future research agenda. Computers in Human Behavior Reports, 19(2), 1–17. https://doi.org/10.1016/j.chbr.2025.100676
Li, L., & Kang, K. (2023). Discovering online Chinese consumers’ impulse buying in live streaming by the theory of planned behavior. Journal of Economic Analysis, 3(2), 121–133. https://opus.lib.uts.edu.au/handle/10453/171807
Li, M., Wang, Q., & Cao, Y. (2022). Understanding consumer online impulse buying in live streaming e-commerce: A stimulus-organism-response framework. International Journal of Environmental Research and Public Health, 19(7), 1–17. https://doi.org/10.3390/ijerph19074378
Liu, X., & Jin, L. (2025). A study on the factors influencing consumer impulsive buying in live commerce: based on the Theory of Planned Behavior (TPB) model. Advances in Social Behavior Research, 16(8), 1–13. https://doi.org/10.54254/2753-7102/2025.28128
Macheka, T., Quaye, E. S., & Ligaraba, N. (2024). The effect of online customer reviews and celebrity endorsement on young female consumers’ purchase intentions. Young Consumers, 25(4), 462–482. https://doi.org/10.1108/YC-05-2023-1749
Masitoh, M. R., Wibowo, H. A., Prihatma, G. T., & Miharja, D. T. (2024). The influence of interactivity, online customer reviews, and trust on Shopee live streaming users’ impulse buying. Greenomika, 6(1), 41–53. https://doi.org/10.55732/unu.gnk.2024.06.1.5
Maulana, C. A., & Maskur, A. (2023). Citra merek, kualitas produk, persepsi harga, dan promosi terhadap keputusan pembelian. Journal of Management and Bussines (JOMB), 5(1), 36–50. https://doi.org/10.31539/jomb.v5i1.5386
Natasiah, U. (2024). Brand image, brand trust, and brand ambassador on purchase decisions of shopee E-commerce users in Pekanbaru City. Jurnal Manajemen Bisnis, 11(1), 120–134. https://doi.org/10.33096/jmb.v11i1.702
Nighel, S., & Sharif, O. (2022). Pengaruh Flash Sale Terhadap Pembelian Impulsif E-commerce Shopee Di Jawa Barat. E-Proceeding of Management, 9(3), 1335–1334. https://openlibrarypublications.telkomuniversity.ac.id/index.php/management/article/view/18031
Nyrhinen, J., Sirola, A., Koskelainen, T., Munnukka, J., & Wilska, T. A. (2024). Online antecedents for young consumers’ impulse buying behavior. Computers in Human Behavior, 153(10), 1–9. https://doi.org/10.1016/j.chb.2023.108129
Prajana, A. ., Syafikarani, A., & Nastiti, N. . (2021). Pemanfaatan Video Streaming sebagai Media Pemasaran pada Fitur Shopee Live. TANRA : Jurnal Desain Komunikasi Visual Fakultas Seni Dan Desain Universitas Negeri Makassar, 8(2), 145–152. https://doi.org/10.26858/tanra.v8i2.22651
Pratiwi, E., & Krishernawan, I. (2020). Mengelola customer Impulse Buying pada bisnis retail fashion. Damarwiyata Press.
Putri, S. J., Yadewani, D., & Rahayu, S. (2025). Pengaruh Live Streaming, Flash Sale dan Promo Gratis Ongkir terhadap Perilaku Impulsive Buying pada Pengguna Aplikasi Tiktok. Jurnal Pustaka Manajemen (Pusat Akses Kajian Manajemen), 5(1), 9–15. https://mail.pustakagalerimandiri.co.id/jurnalpgm/index.php/pustakamanajemen/article/view/934
Qu, Y., Khan, J., Su, Y., Tong, J., & Zhao, S. (2023). Impulse buying tendency in live-stream commerce: The role of viewing frequency and anticipated emotions influencing scarcity-induced purchase decision. Journal of Retailing and Consumer Services, 75(8), 1–12. https://doi.org/10.1016/j.jretconser.2023.103534
Rahmawaty, I., Sa’adah, L., & Musyafaah, L. (2023). Pengaruh live streaming selling, review product, dan discount terhadap minat beli konsumen pada e-commerce Shopee. Urnal Riset Entrepreneurship, 6(3), 80–93. https://doi.org/10.30587/jre.v6i2.5956
Sarah, S., & Sobari, N. (2022). The effect of live streaming on purchase intention of e-commerce customers. Proceeding of the International Conference on Family Business and Entrepreneurship, 3(1), 282–290. https://e-journal.president.ac.id/index.php/ICFBE/article/view/3781
Sari, A. A. P., & Habib, M. A. F. (2023). Strategi pemasaran menggunakan fitur Shopee live streaming sebagai media promosi untuk meningkatkan daya tarik konsumen (Studi kasus thrift shop di Kabupaten Tulungagung). Jurnal Ilmiah Wahana Pendidikan, 9(17), 41–58. https://doi.org/10.5281/zenodo.8280759
Sari, A. G., & Aquinia, A. (2024). Pengaruh Influencer Marketing Dan Online Customer Review Terhadap Purchase Intention. Jesya (Jurnal Ekonomi Dan Ekonomi Syariah), 7(2), 1353–1363. https://doi.org/10.36778/jesya.v7i2.1532
Septiyani, S., & Hadi, E. D. (2024). Pengaruh Flash Sale, Live Streaming Dan Hedonic Shopping Motivation Terhadap Impulse Buying (Study Pembelian Produk Berrybenka Pada Pengguna Aplikasi Shopee). Jesya (Jurnal Ekonomi Dan Ekonomi Syariah), 7(1), 970–980. https://doi.org/10.36778/jesya.v7i1.1505
Sombe, R., Pongtuluran, A. K., & Pagiu, C. (2023). Pengaruh Online Customer Review dan Diskon Harga terhadap Online Impulsive Buying Pengguna Shopee: Studi Kasus pada Mahasiswa Fakultas Ekonomi Angkatan 2022. Sammajiva: Jurnal Penelitian Bisnis Dan Manajemen, 1(4), 277–287. https://doi.org/10.47861/sammajiva.v1i4.567
Suhyar, S. V, & Pratminingsih, S. A. (2023). Pengaruh live streaming dan trust terhadap impulsive buying dalam pembelian produk skincare skintific. Management Studies and Entrepreneurship Journal (MSEJ), 4(2), 1427–1438.
Syamsiyah, Dhiyaus, A., & Nirawati, L. (2024). Pengaruh Live Streaming, Flash Sale, dan Cashback Terhadap Perilaku Impulse Buying pada Pengguna E-commerce Shopee di Surabaya. Al-Kharaj: Jurnal Ekonomi, Keuangan & Bisnis Syariah, 6(5), 5024–5036. https://doi.org/10.47467/alkharaj.v6i5.2119
Utami, C. W. (2018). Manajemen ritel: Strategi dan implementasi operasional. Salemba Empat.
Wardani, N. R. ., & Fachrunnisa, O. (2026). Brand Ambassador, Social Media Marketing, and Product Innovation Effects on Purchase Decisions: The Mediating Role of Brand Image in Indonesian Dairy Industry. Golden Ratio Of Marketing And Applied Psychology Of Business, 6(2), 421–437. https://doi.org/10.52970/grmapb.v6i2.1812
Wibowo, F. N., Wulansari, N., & Zulfikar Yusya Mubarak, A. R. (2025). Analisis Perilaku Konsumen Digital. UNAIC Press.
Wongkitrungrueng, A., & Assarut, N. (2020). The role of live streaming in building consumer trust and engagement with social commerce sellers. Journal of Business Research, 117(10), 543–556. https://doi.org/10.1016/j.jbusres.2018.08.032
Yee, L.., & Zainal, N. (2025). Factors Influencing Impulse Buying Behaviour during Online Shopping among Youngsters Consumers, Klang Valley, Malaysia. International Journal of Academic Research in Business & Social Sciences, 15(2), 457–477. https://doi.org/10.6007/IJARBSS/v15-i2/24736