Emerging extensively drug-resistant (XDR) Klebsiella pneumoniae due to the production of β-lactamases and porin loss is a substantial worldwide concern. This study aimed to elucidate the role of outer membrane porin (OMP) loss, AmpC, and carbapenemases among extended-spectrum β-lactamase (ESBL)-producing K. pneumoniae strains with XDR phenotype. This study analyzed 79 K. pneumoniae from several clinical sources and detected ESBLs in 29 strains co-harbored with other β-lactamases using standard microbiological practices and phenotypic procedures. Minimum inhibitory concentrations (MICs) were determined against several antibiotics using Microscan WalkAway plus. OMP analysis was carried out using sodium dodecyl sulfate–polyacrylamide gel electrophoresis. ESBL, AmpC, and carbapenemase genes were detected using molecular methods. The microbiological analysis discovered 29 (36.7%) ESBL strains of K. pneumoniae, which showed the co-existence of 7 (24.1%) AmpC β-lactamases and 22 (75.9%) carbapenemases. Porin loss of OmpK35 was observed in 13 (44.8%) and OmpK36 in 8 (27.5%) K. pneumoniae strains. The strains were significantly associated with the intensive care unit (ICU) (p = 0.006) and urinary sources (p = 0.004). The most commonly detected gene variants in each β-lactamase class included 16 (55.2%) blaCTX-M−1, 7 (100%) blaCYM-2, 11 (50%) blaNDM-1, and integron-1 was detected in 21/29 (72.4%) strains. MICs of cephalosporin, fluoroquinolone, carbapenem, aminoglycoside, and β-lactam combinations demonstrated a high number of XDR strains. Tigecycline (2 µg/mL MIC50 and >32 µg/mL MIC90) and colistin (1 µg/mL MIC50 and 8 µg/mL MIC90) presented lower resistance. ESBL K. pneumoniae strains with OmpK35 and OmpK36 porin loss demonstrate conglomerate resistance mechanisms with AmpC and carbapenemases, leading to emerging XDR and pan drug resistance.